{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plotdata():\n",
    "    x = np.linspace(0, 14, 100)\n",
    "    y1 = np.sin(x)\n",
    "    y2 = 3+np.sin(3*x)\n",
    "    y3 = 0.3*np.sin(4*x)+0.3*x\n",
    "    y4 = 0.5*np.cos(x)+0.3*x\n",
    "    y5 = 0.3*np.cos(x)*np.sin(0.2*x)\n",
    "    plt.plot(x, y1)\n",
    "    plt.plot(x, y2)\n",
    "    plt.plot(x, y3)\n",
    "    plt.plot(x, y4)\n",
    "    plt.plot(x, y5)\n",
    "    plt.grid(True)\n",
    "\n",
    "\n",
    "plotdata()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Seaborn中5中主题\n",
    "- darkgrid\n",
    "- whitegrid\n",
    "- dark\n",
    "- white\n",
    "- ticks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"ticks\")\n",
    "plotdata()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`sns.despine()` 去掉上边和右边的轴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"ticks\")\n",
    "plotdata()\n",
    "sns.despine(offset=50) # offset 图和轴线的距离\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"white\")\n",
    "plotdata()\n",
    "sns.despine(left=True)  #删除某个轴\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 画多个子图，不同子图风格不同\n",
    "- with域中是一个风格\n",
    "- with域外是另一种风格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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y7gbZPvve1yC0Vfm5lYFBkkQ4jv5btk9ReA3Uqx6XCQ4AoBgFNKufBOUlPvlLh8Bd2BmQtgYCvrFULjhiM6G97Zd9BAcAMLEZUHn3Dd4B255XIXmb18cwkiTBvv8fMouPas5tYFMn91kqoPXx0Fz7fdAx6e59fMUR8F4iZKzDVZ2SCQ6odNCselwmOACAolmol9wP1eL7ZF6tjiPvQRKHNuHk2ttR/9dNaNj0XB/BoZmYi/Sf/wKJDz7ic8EBALtrv5EJDr0yHI9MuVcmOERjC2zbn5cJDsXUa/sIDgBg4rOgXfdDQOHxMRFqzoK7sAsAMCW2AD+f90PcMGEtFHTf8FlO5NBoae4jOGiKxpyEGXhm5mN+FRzDZVRp0HvwtU9HoC0dzot74fjmTc/5Gj20t/1qUNOnJPKwbv5fiJ113RfR0N3+G9CRST5te6CReAcs7/0Yks3jxDQUy0VvywiTNhXa637gt3YGCq7sIOx7/+7eVuQtgWrpg4OuP/NNZbB98TtXWDEAUAy0N/0EiZNnjmlLhyQKsH78C4gdde592lv+u18x6r5GEmHb8gcIDR5HZOWc26CacaNf2xoIuNJvYN/3unvbNav/2aBh00JLBayf/ho9S5KUPgG6Df8HilX6u7l+tXSIplZYevlxaK79Htj06YNeZ9//D3Al+9zbqqUPQJkvj4qUJAmcyENBs4AkoWvXDrR9+jGkXkVGmchIxH/rToTNmes336FLnZex6cyrbsdRhmLwvZmPISsiU3ae9as/u5daAYCdMBvqa54ANUhuDL7pEmxb/+j2iaI0euju+AMohWd5tsPeiY/Lt+B0y7mBbgM1o8ai5LlYlroIMZrA1FgJSBr08YJoN8Fx+D3PDoqG+prvXnGtlaJZqOZ9C7Ztf3btkEQ4jn0EzZqn/NfYAMAV75YJDuWs9UNaKlHOvR1CZz2EmrMAAKH2HITmcjAJOX5rq7+ReCccJz727GBVUM657YoDGpuYC9WCO+E49E73jQTYD/4LUuEMP7bW/3DFu2WCQ5G3ZFDBAQAURUO9/GFYPvy523zsPPEp2LSpY9oBW7R0wn74Xc8OhoV62YNXzNPCxGdDUbACXPFuAIBkbIbzzBaoZq/3Z3P9iiRJsO/5u0xwKKZed0XBAQDK2beCqzjqCbc+/jEUWXNhp4GSjnIUt5eiuKMUXQ4DMq1qrDpqRFhjl/wmNI3IVasRc9Mtfq2canAY8caFf8myjd6ee3MfwSG0XJYJDjo+27UUe4VkXGziRKhm3wrHEdf7SLIZ4bywA6rpN7jPiVZH4eHJ96DLYUCjpRlttna02TrQZmsHJ/LIj8rBguS50LCjj8zxF1e96OCKdsq87VVzbweblDeka5m0KWBSCiDUFwMA+KqT4JvKwCbm+qWt/kbiHHCe8VgrKE0ElNOG5jRMURRUczbA2i06AMBx4hNor/+xz9sZKLjiXbL8Asqp1w7Z8U9RuApCS7l7KUJsq4Kt8iygH/wlHaqINqNcgCk1UM69fUjX0mExUC+6x2Mxklw5C7S3/fKKA3EoIkkS7N+8KYtKUc66FUxk8pCuV825DXzlSUg2AwDAeWYLFDnzx6yVVGi4CKGpzL1NJ+RANfe2IV1LayOgnH4DnMddKQoaBTO2Hv4TykWz++VOCxLmFVsx50ILmF5GcCojDenffgSqtPTet/Ypgijg9aJ/yVKWz0+cjcXJ8/qc6zj1uWxbvfi+IVuyFAUr4Dz3lTsqzHn2KygnreiTEypSFYFI1dgMQR9733gfIjltcHqtt1P6BCimrB3y9RRFQTVvI1yhtC4cR96HD1asggJXvAuS3fOlUk6/flhmXyYmDWzWXPe2UH8BfOPYzNsiOSxwnP7SvU1p9FBOvXbI1/eIMFCebIRdBz8e5IrQxnnsQ9lLVjX71mE5TrMTF4KdMNu9LXbUQqgZ2EQcygh1590WPQCg4yZAOXUY44ZKB9WCOz07RB72A2+P2XFD7v9FQ7Pi0T5+HIOhnLIGVFgMirVK/C01CmWC0S044jo43LmtA/PPW2SCw8FS2D0nHM8vdOArRxG4Xgkcfc1nFV+hwuBJjpgSloSNebf0sXoKbVUQas64t9mMGcOy6FGsEkrvtAMOC5zefjLjAJ+IjilTpqC0tHTMJQbjSvYCDk+SJ+W064adxpqJzQA7cYF7W2ypAF/ZN0481JE4O5xnPXUDKG0kFCMIb1TOuhneImysOtg6Tn8p7xszbwI1xKQ8PdDhsbK+Ya+5AL7pks/aGCiElgpwpZ6Mi3R0KhQFK4d1D4qioFp0D+BVPsB57qtBrghdnOe8XgI0A/Wyh0F5pboeCmz2PDApnqy1QsNFmZAZKwht1b0icuYOPzqJUeBQ/nT8MykCzu7xlxYkzD9nxh3bOxFrkDseX05W4p0bonF+ogYSBeyo2YtnT2xCjbGuv7uPmlMt57Crdr97W8Oq8cjk+6Bk+k7InL2sHK7xcHgo8paCCvcknXSe/xqizTjIFWOLq9bSIQmcbPCgtJFQ5C4a0b1Us2+VDaaOYx9BGkICqVDCeWF0Vo4emKgUsDkek6PQcBF8w+DZTEMN0dwO7sIO9zalTxiRAAMA5fR1kIkwL+vJWMFx8jPZtmrRvcN+yQIArY2EIsfjHyQ0lkJorRpt8wKK0FEny8nBZs8HE50y7PtQFAX14vsAL4uAs2jHIFeEJjIrBwDltHXDup4XebxbshmfdZ2H1G01iO3kcd+2DswrsoL2Mv4wYeGIffgRpD/9A+RlzpTdp8nSjD+cfBFbvFKI+4JqYy3eufiBbN99kzYiTts3OlNorwFfdcrT3vTpYGIzh/1MimGhmnWLZwdn7/M5j2WuWtHBlR2UZVNUTl3bJwRyqNDhsVBOXuPelowtLivKGEFy2sB5Wzl0UVD08iAfDqqZN8tC4ZwnPhlTpmPHiU/ksfVzbxuWudgbJjIZ7IRZ7m2+5iwE7xwvIY5oaIZQe969zU6YPWSfp/5Q9FqGcJ4bPDV0qMGd/1q2rZyyZoAzrwwdkQA2x2MJE+ovQOisH/H9Ao1obAV/2ZO7iUmbAiZm6L4VToHD386+gUONrntQooTZFyy4c1sHInpZN8JmzUbG//0G0fMXoSA2Hw9OvhuPTrkf4QpP3RRRErG1aidePPMaTE7zKP86oMZUhxfOvAaH4HTvW5OxAlPjCvs9v7eVQzUCK0cPbM4CmY8Pd2EXxO5aT2Odq1J0SKIoW0qASgdF/vJR3VM5/XpQKs8XwFm0c8y8aJ0XdkFyeL6kI7Vy9EBHJoH1ntE2lfWfIjoEEa1d4L2KMtFxWWAnjC5dtdLL+xxwOQ6OFZzFu+Gd+n84fi39wUSlgEmb6t7mLx+D2KsYWKgi2ozgyg+5t5mkvFFH4Cgny7P3ckVjJ6eL89w2WXrP4Vg5JEnCuyUfobSzHACgNwvYsKsLi85aZNYNWqtF0qOPI+k73wUbLvchmhZXiJ/P+yFmxctrHJV2luPZ48+j0lA9gr/KRa2pAS+c/jtsvMePqSA6Dzdm9e+7I3TUgq884d5m0qb2m7tmqFA0DaV3RJPAubLajgOuStHBVx6HZGx2bysLrxn2en1vKJUOCq8BRDI0yXIThCqS0yZbW6d00aOycvSgmnUz4BWZ4Bgjvh1cyX5Pfg3AVYJ7lDH/TFwmGK80+fzlYxANTaO6ZyCQOIfclyM2E/QVQmSHgky4SCKcvawHoQp3cY882dMwnM4HgonNAOMV7cZdOgjJMUgxwRBBtBnlfSMuC0xS/iBXyNlZsw/Hm08DkoTCChvu3tqB5Fa5M6gqEki+dSHC584b8DsYptThwcl348HCu6BmPPksuhwG/OXUy9hbd3DYk796cyNeOPMqrF6CIzcqB49MuXfAeie+tHL0wE6YLUsmx5Xsh2QfvQUn2Fx1okOSJPlMk1VCOXm1T+6tyF8me9H2xOKHMlz5YbnD5IwbRrzM5A2tj4cid7F7W2wuD/llBUkUwV3c696m9AlgUvs3pQ4XWTIsSRoTa7Rc+WFZ7gVl4SqfJF1ikif1Gkz3QeqvOFgIIQmcO0MkAFD6+CHloRgKCu/xh3eCK90/8MkhAndhJ+C17KCcvm7IfaOo7SI+q/gKGruIG/YbcM1RE5S8VyFNhkLEBCBqIiDWHoM0hMiUWQnT8R+zn0KiLsG9T5AEfFj2GV488xpqTQ2DXO3hsqEKm06/KqupkhM5Ad+Z+u1+HUcBQDQ0gb/sZeVInXzF/DVDgaJouSOqyIMrOzDwBWOEq050CHXn5fVV8pe7Cpj5AFoXBTbDkwCKrzoV0utwkiTJX7IaPRR5S3x2/97r99zFfQOcGRoItWfdxfwAQDlpuc/ySDBJuVClemaCXNnB0O8b3i9ZVRjY7L45CUYCRVFyawdnl2WlDEX4iqPypHmTVw870m0g2MyZoHTR7m3nhV1DTgceDCTODqd334hIBJsxc5ArPDRZmvGPC+8ho96Oe7a2I7veKTuuyc1D8rfXQxvncguTbEbwlSeHdO8EXTx+POtJzE6YLttf0nkJvzv+PN4ufh+dXlVXvak21uJvZ9/An07+DWbOMwnLisjE41MfhGoAwQG4Cv55L0GqZo7eytEDmz5d1je4i3vHzLL9QFx1osP7ywKaGVZ8/VCQhRJKYkjPWsS2KrkAy13sEytHD0xUSi/T8SFI/ZQ9DxWcxV4FqBgWbN7igU8eJhRFIWqhVwFEUZCZp0MNoakMYkete1uRv9SnqbrZ7LmgdJ4Uzc7zOyCJoRnxJUmSPFeCUuNTcU7RDBSFnnFDMrW5KvSGKFzpNyNKNWDlrHjt1D+w4Egrbt5ngNbuZd1gWcTevhGpP/pPaGetltUhGY7FWM2q8O2CO3F77s1gvHLkSJBwtOkkfnnk93it6B18UPYptlz+GntrD+Llc2/i9ydewIX2Etm9Jugz8N1pD0LtVSW6N5LAg/eyPtCxGWASJw65vVeCohko8pe6t0VDk6dC7xjlqhIdoqVTng8/ay7oMN8WpmNSJoHSe0x83MV9IVvgqrflwbtz+wqZfwhnA18x9ErFgUQ0tvaK0pgDWu3bIkmanJmgvftG6TeQfBje50u8rRygqGHn5bgSFM1CUehZVpAsHeAvh2Z+G6GxBGK7twBbBkrh2zTTivxlgJfg50I0fNZlHfWMG5QmYkhlEkRJxEd7XsU1n1zC1Es22TFlSirSf/4LRK91iRdKqZHdU2gqg+D1+V8JiqKwPHUR/mvu9zEtVr48yok8Trecw766Q9hatRMfXvoM59uK+9xjdsJ0fHf6g1BfIZ04X31almrAF/5wvVHkLZVFA46lyMj+uKpEB1f6jczb2h8dhKJoKAuWu7clSwf4EEz6I3F2cBWeaqFM8iTQEYk+fw6bNQdQat3bzhA1o7vM+16e+D5+yQKuwVCR75khS6ZWCA0lg1wRHERLp8ykzWbMAB0e6/PnKCctk89ovZb6QglZmCxF+8wHzBtaHQ6Fd/hsw0UIHf5JdjUaxNZKT5FLdFvArmAdlUQRR97dhDkfnkG0UT4Bi1y9Fuk//x+oUtNk+3uL3JH4xyXo4vHo1PvxvRnfQUZ42pUvADAtbjJ+Nvf7eKDwLmjYKwcXyJYFWaXs/9BX0GHRYNI8ETr85RMQ7aZBrghtrhrRIUkinCUeczalTwAzinwDg6HIXSJLFhaKDqXeRZYA/wgwwJXW1zvpmthcHnKDqSTwsmUwOjoVtJ8K1SlyF8udjUtCb/mNu7hHFsGjKLxmkLNHDqXSyWe0jaUQDc2DXBF4REunbKmDnTDL59bRHhQ+Cp+1cFZcaC/Flstf473Sj3Go4ZjMT2E09O6vV1pm4trbUfbs/yJ2zxkwXq4IVIQeKT/4MeI33gla0XfZjolOlY3PXPlhSE5bn/OGwsSoLPxo9nfxQOFdmBSdi0RtPMIVYe5IFAoUJsdMwn/OeRqPTrkPKWFDq4Ejmloh1HklisuaN+ooyIHwnshC5MGXHfTLcwLBVVPwzV59AZKp1b2tyF/it/LHlDoMbNY88JdcHUOoK4JobBl+emA/InMgVYWBzRyaI9hIUOQvk5mLuZJ9YBbe7bfnDRe+6qTMSVAxaYXf+gatiwSbPg189enuZ5+AZDf7zJl5tEgCL+sbdGQSmORJfnueIm+JTJRzZQegmjO0YmGBgLt0SG4d9YMFrAcmJh1MUp57zZ4rPwzVgjuGtJTTZuvAjuo9uNR1Gc3WVtmxAwDeK/0Y+VE5WJo9D9mabGhZbf83GgSJc/S1jg4yphmPHkHzO2+Cstll+52F2Zj0yPfBhA3e5xUFKz3+C5wd3KVDUBauGna7AYCmaMxOmC5zMpUkCXbBDgr0oH4bA+ESYF7WUT8sT/fApE4FpYt2O7pzF/dCMWWt38Ypf3LVWDqMZ7xmDRQtC+f0B8qCFbLtUDIdC23VEFs9xYvY3EU+dRLsDdPLcsCVHYTEOwe5IrBw3g6krGpIa9SjQeY7I/Cu0NQQga8+LRdgPgqTHQg6NhN0dKp7mys7EDKRG5IkyZx9qfA4v1lHe1AUeL1UeceQ/FyK2i7i2ePP4UDD0T6CowdRElHcUYaXj/8TPzvwG+yu/WbY6cL5yuNy6+gAVg7BakHj319G099fhuQlOJwsharrZqDwez+/ouAAADZzFiivooJc8W6fRm5QFAUNqxmR4JB6OYLTUcl+s44CrmRh3tZol0Np6C3NDoWrQnRIdjOsJUfd22z6tCGXKB8pdHy2PBdB6TdDijcPBL3DE/21tOKN0vsZTmvIOA0KnQ2yL68iZ4HfTKQ9MGlTQXn1P65kX8iEwcnyADBKKCaOrB7RUKEoyuUo141k6ZQVEAsmQnM5JK8kboq8xT4LoR4INmM64FXGfLAIJ1ESsaVyB1469w/YeHu/5/SXW4ITOWy+9AX+euZ1dDkMQ26bbGlFqZFVDe7BWnIR1f/73zAdPSLb3xDLYu+GQqxY/90hi1iKYeUv2s56CM2hUTBRqD0nK6OhyF/md6uDIm+J3KE0xFMQDMRVITq48sOyF773IOcvKIqCYpLH2iHZTeCrTvv9uVdC4h3gvNJ8M4m5YKKS/f5cNnsu4PUyD5W8DH0EWC8LlT+gaEaeOK2jTmZ5ChZ9o7tm+12AAXBV4vUqIBcqYea8rB2U362jQLcPVM5897bQVAaxq2/2Witnwyvn3sLWSnmUS1p4Cq6fsBpPTnsYf1jyS/xxyS/x3WkPYUHSHGh7OUaWdF7Cb47+GSebr+zoLnY1QWgqc28rchbIrKMix6H1w3+j7k+/B9/hyXUjUsCRKTpsvTYZdy56CIph1jByFVr0vGj5EAkzd3q/8GnW7+IccDmUeiek4yvHpkPpuBcdkiTBedEzeFDaSDDpUwe5wncocuYDXqY7riz4Xxi+4hjAeRyyAmHlAACKVckrjDaVBb24lSTy4C95amnQcRNGXUtjqPQ2TYfCi7aP/4IPc1EMBq0OlyfVqz4d9MFU4uzgvKxxTGqh3xxIe9Onb/TKQtnlMOD3JzahqF1eZmFF2mL8eNaTWDdhNSbF5EKr0IChGRTE5OGeSbfjd0v+Bw/PugNK2hNtYuVteOPCv/B28fuywma96d0/vZcIHbU1qPn1L9G5XV6LpSuMwQero3B0ig73Tb4TMZooDBc6LEaWFZi7fBwSF9xcPy5x7hFq7ITZAfPJklW7FuU5QsYK4150iG1V8iRHuYtGVJZ7JFBKDdgsjwlSqCsKehZKWciqUusKaQ0QiklygRPsyA2+5qw8xj5AL1nAVWHUu1YFV34kqIOpJEmyWWQg/Be8kVkfRUFWdC8Y8JeH5r/gD+iYDNDRnhBP7tJBt5+LU3Di5XNvotXmKZKnoBX4dsGd2DDxJjCDjG0MzWBNzjL8dN73+oSQHm06iT+ceAHNlpY+10miAM4rWoKOSQcTmwlJENC+5QtU//qXcNbLI9LO56jx7nVRaI5V4MastZgcO3JnZJmFibO7fEuCSJ/UC5MCM3EDACZ1Cigv8evK9RMaS7NDZdyLjuGGePka2WAqSbIvb6ARuhogNpe7txUTF/jVgbQ3TEw6aK/Ki/ylQ5CE4GWh5LxCqMEooPBRmu+hInMo5eyyMuGBRmwulxWhU+T633/BGyZ1sixDKVe6P6iDqcyXQqmVWWL8jcvPxSufi6UTQn0RREnEW8Xvo9bksRDGqqPx49lPYk7i0NuXoI3DD2c9gesyrwHltXTRaGnG705s6rPcItScg2Tz+H4o8pbC2dSE2t/9P7R/shkQPOHVVhWNz5dGYPdcPTgFjVVpS7E2Y3QRP2zmTFmun2Bm8pUkUe5crE8YVqG70ULR8iAIsbMhJJZmh8O4Fh2SwIMr9wrxSsrzSwKswWASc0F5hZUFU5nypXJTXKCWVmTP9HYatJuCljhNtHbJ/RcmzALl5cAXCNgJs+WDaRAtP/KlP0qWWyUQ9BlMO+ogtlUFtA3uZ1/BfyEQ9PVz+QZbKnfgTKsna264MgzPzHxsyHklvGFoBjdkrcH3Zz6OCKUnQsQhOPHGhX/hw7LP4Oz2g/NeWpFoBuZaG6p/9T+wX66Q3fNymhrvXB+NylTXkvKi5LlYn3P9qB0s+/i5NJZCNPa1yAQCobE0YKkXBqK3b1EoLM0Oh3EtOsDZe/kv+N+BtDcUJXdAk4zNQfHAlnpVKKRjM8B4RdcECkXOPHm65yB9YfhLhwGvkEFFbmAtYEDPYOqVhbL5EoSuoVXD9CWu/AseKwuTMskvGUivRN/BNDgz2t4+FN5ZZAMFrQ6XOQ0eb7uAbVWe1PQszeKxKfcjWj18PwlvsiMz8dO530NelDzcc2/dQfzv4Wex5/JO2LsnBrwN6CjXoG3zZkhOj/8Hr2SxfX44vlgcDpva9UqZFT8Nd+Td6rMXcl8fqCD1De+JQQBSL/QHrY+T5c7hyo+GdE2r3oxr0UGpw6CYeh3AKqGbtECmlgOJa9YYXA9sofa8PP9CgJeZeqCUWlmonVB7LuB+Ln3yL4TFgEnxXwKswegthGVLPgGCrzwRNP8Fb1x+Lr2yUAY4n4skinJxHpMGOiYwzsW96RE71WoWm2PlVrh782/HhAjftCtcGYYnpz+MazPlibcMThM+qvoaf0yLRHEHi9YLgLPNLDunNlGJt66LQEmWxh3OOTlmEu4vuMOd8dMX0LGZoKO887kcDHg+F8lhcX1XumHSpvg99cJAyL6jnG3IlXhDgXEtOgBAPX8jwh98GQm3/ihgDqS96eOBXXEMEtd/XL2/kM0MGBaK7OAIMKDXi1aSXFETAURsvQzRy6IQaP8Fb5jYDNBeETP8pYMBr7Yq91/QgM2cFdDneyPzgXLaAp7PRag7L8+/kBt483kPTOoUmMMi8U5iBHja04brMldh9jB8OIYCTdG4MWstnpj2IMKVnkiM2E4Oa3cbEVXOA17veCdLYfeccHy8IgJmnWdcnZ84Gw9NvmdQh9aR4PJz8bIYWzogNPQt1OZPuIqjQIBTLwwEO2EWoPBKQRAiocRDYdyLDgBBe6F4IzPDDTHToK8QrQbw1V4hXpmzgpp2m0nKAxUe594OtJ9L7y9oMEyksud7+7nYjAH1cxGNLfLkaNnzAu6/4A2bNTuo+Vxkz6MZl29FkBAB/Ds5BibW8wKfHpGNdRN8X3Cuh8KYfPxywU+wPm01Vpyx4c5tnUjskIvg6kQF3rk+GucneqwbE/Tp+NGsJ3FvwbegvEIBuJHCTlwIUN5+LoENF5VZRzV6sBnTBjnbv1CsSub4LjRchGjsPxttqBH8t/FVQh8P7ADGV/Plh+QFvIJkPu+Bomj5rMXQJIuq8ScS7wBX7slO66ofETfIFf5HkTNf7ucSQIfS3tFUQe8brEru59JUFjA/F9HSCb76DCw0hS6WBpM5E7Q6PCDP7o8tlTtQLnpCuhMdHDZa1T5dtugPvrgEWa9vx9RiE2ivuYBDQWHn3HB8uiISpm7rRpQqEg8U3IkfzvouJkT410eM1ujBeuVY4qtOQHL4ppDdlRDaa+WlIyYuBDXMRGe+prevUSDfKaPhqin4Fmx6PLB7ilv1VNSkIxL8+tx+/ReSC/z6zKGgyF0M54lP0VMwiSv9BkziRL8/l688KXcuDrKVA3BVW2UnzAbfXYOlx8+F1o3OSfBKuOpHeFXXjUoGHZfl12cOBUX+MnkRuJL9YObf4ZdnWTkrjjWfRr2pAY0tpWjOjIaVcb3U45WdWFi9F3MTZyFCFVjxUdR2EdurPZ+BShRxT5MRFA5Dmr9xSEXghgvX1orW9/8N8+m+/gHOlDDY7rodM/Q6TJMEiJKEMIUOhTF5/aZa9xds3hJ3sUQIPLiKo1D6sQhfD32SowVZnAMAHZcFOioZYqdLlHNlB6CcdXNIWPYHg4iOANKnombpN1DN3eDXZ4qtl92dEuj2X6CD3yl7/Fx66mxwl49BtfAuvwym3siWVhRqWfK2YKLIX+oWHa58LgegmnGjX5/JV5+B5OXEq8jzf/2IocDEZoCOm+CeWfKlByDNuQ2Uj832ZZ3lePPCezA4vbKfMp7vRovTiE8rtuLzy9tQGJOPJSkLUBCd6/fPqN3WibeK/y3bt6HZhFhOACC4XrQ+DHcXnU50btuKjq+2QOLk9aFoJRCRAURufBAKP1aiHips+lRQGr3bKZ67uM+vVaEBQBI4WbI6Oj4bTFSK3543VFyRkUvgOPo+AEAyt0OovwjWy38wFAn+2+cqoo8Hdul+vyfH6h0NEQoz+x7kHth2v/u5iIYmCA2e1NEu/4XhV5j0B0xSXj/5XPzrne8tgMEoAp6bYzC8c8hIDjP4qlM+u7cgCviiYhs2nf67XHAMgCiJON9WjL+dfR1vFr83YHE1X8CJPF4vegdW3mONW56yAFN4z/xQVhV5FEiSBNPJ46j6n5+h/fNP+wgObQIQNwXQJEfIljWCCUWzLt+ObsT2aogtFYNcMXr46jOQHJ6onVCwcvTg8nPxvMbHgkMpER0BxFUEzmswtRn9mtJX4h3gKrySo6UUBN1/wRs2Y8aQK2r6AueFXbLtYORtGQiXn4tXFkpjC4TGUr89TzQ0Qai/4N5ms+cH1bm4N4rsefK6RT5yKG23deK50y9jW/VuSPA4LGglGhNsTswz2HBDmwXXpS7pNwfGieYz+O2x51BpqPZJe7wRJRHvXPwA1SZP2YYJ+nSsn3ijrG+IbVUQRpmF0nbpEmqf/Q0aX/or+LY22TF1RhpiC10WDprprq4bZP8Fb1zLKR7LRu/vta+RLa2wyoBnLh4MWhsBNt3j0MpXhX4ROCI6AowidzHgtYTgLNrpt2fx5UdDIv/CQPRXUVPwqpPjSySnTSZq6LgJIeG/4I0id7G8dLUfHUqdvWbLygBU1x0OlFLjSiTXjVBfPOoslDXGOjx7/Dlc7iUYFsXPwE8qW/BYfRfWt5qwPLoQN+TeiF8u+E88Nf0RzE6YLnPebLd34M+nXsL2qt0QfWSNkiQJmy99gRPNZ9z7dAotHpp8D1iahTJ/uez8kVo7rHV1qH9xE2p/9xvYK+TO20xEJBIffhRxy7Kh8EoLEmrjBq2PlxXt5C8fg2g1DHLFyBHNHRBqi9zbbNacgFReHg6y0F2BB3dxb9DaMhSI6AgwlFIjM2OLLRWjnrX0hyRJcJ7/2rNDqQ1q/oWBUPQaTJ3nvu7/xFHCXTooE2DKwmtCwn/BG1oXBSbNazCt9I93vsQ75Qmw4iaAiQ8tAQb07RujEWHttk68dO4fsmULDavGQ5PvwW1OHZReiaZ6KnnSFI386Il4oPAu/GDm44hRR7vPESURn1/ehhfOvAaDY/Qzy6+r92BvnSeSiKUYPDz5XkSpI11tiUwEk+JxAOcqjgyrbzibm9D4+t9x+qnvw3xavlRFsSyi1l6HCb/5LcJnzQJf4RXdlZQf8NIRQ0FZ4JXITBT8FlrNFe8CvCxiwczNMRBM+jRQXhmEuQu7glrT6koQ0REElIXXyLadF3xv7RDqL0Ds9FR+VBasCGr+hYFgYtJkgylffhiiV3ImXyBJIjgvEyyl0YPNnuvTZ/gK+ayF80uaeL7iKOD1wlJOCi0rRw903ATQMV7VVku/GVHiNBtvw8vn/gGjl//GBH06fjrne5gRN1n2wqL0CWCS+xbwmhCRgZ/OfQazE6bL9pd1luPZ48+hrHPkId+HGo7h88vbPG0AhW8X3oXcqGzZeQrv/yfeCW4IlXidjQ1ofO0VVP38pzAeOgj0yuIZPn8BMn/9W8TdvhG0WuNa7g1y6YihwKRNlvtAXdwDSRQGuWL4SE6bzCJIRyWDScz16TN8AUXTUBZ6crdI1q6gV+IdDCI6ggAdmQQmdbJ7m684CtErRbkvcJ7zDGKgGCh6CZ1QQjlljWdD5OUOjj5AqC+G2NXo3lZMWu7zSAhfwWZMA+WVWtl5bjskgRv4ghEgW1pRasHmhM4atTcURckdSm3yJHdDQRAFvHb+HTRYPBV008JT8OT0RxCjiYZQdwGS2atMfP6yAUMONawG3y64E/dN2giVV5io0WnCptN/x1eVu4a93HKq5RzeLdks27cx7xbMiJ/S51w2cwYoTYR7m7u4Z8CkeraKcjS8/DdU/c9/wXTksKwUOwBoJxUi/X9+iaSHH4Mi1uXn5bKObvec1KtkQShBUbQsVFaydPrU2Rjo9jFzWt3byqnXhZx1tAdF/hL5sv35r0O25H3oeAddZSgLV8HWHS4KgQdXss9nIZJCR507FBUA2Jx5fs/5MBqYtKmgIxLdpdW54j1QTr/BZ5YZZ9EOzwbFyGeMIQZFs1BOWesJg7N2gb902GczTqG1CmLrZfe2InfxiCJ4JEmCaLFAMBkhmM0QzCYIJjMEmxUSz7t/wPMATYNSsKAYFhSrAKVQgNFpQWt1YHQ60FodWL0etE7XZ1BX5CyA48gHgOCqwcIVfQ3FhKEtE0qShH+XfoKSTk+BxShVJL4z9dtQd//NsvVvmpElresPiqIwL2kWMiPS8XrRO6g3u8SsBAlfVm5Heddl3DbxRiSHDb4kYXKasfnSlzjeLH9RrpuwGktS+s+CStEsFPlL4Tz9BQBA7KyH0HwJbPfsW+J5mE+dROfO7bBfvtzvPfQFk6C/7kZoJ/XN1SPUnIXY7vGpUuQtCUnraA+KvCVwHP/Y0zeKd0ORNccn95ZEQSbAKE0E2CDV7hoKlFLrSsnQPdaJrZUQmsvBBiD30XAhoiNIMGnTQIXHucskc8V7oJy2zif1YZzntsu2lVPWjvqe/oSiaCimrIHjwNsAXCXvuUuHoOxeWx8NorEFQo1XCfus2SEtwACXJcZx+gv3LMt5ditYH+VX6W1FupIDqSQIcDY1wlFdDUdjA7jWFnAtLeBaWyDabINeO1wohQJsZBTYKNePIi4Oith4iGH5oFrPgVa4kurxDRfBJl+5QN/Omn041OipnqtmVHh82gOIVLmsBUJnA/hqz0ufzZwJWqPvc5/+SNDG4UeznsSHZZ/JnlHSeQm/OfZnTIktwJqMFcjqVZRNkiQcaTyBT8q3wMJbZceWpizAuszBLZKK/GVwnv4S7qR6xXsgMVEwHDoA44FvwHd29HudJi8fsTfdjPTFc9HWZupt+IAkSa4+1wPNQjn12it8CsGFUumgmDjf7esjNFyE0FEPJnr0OTT4yhNyC9jk1SFrHe1BOXk1uKKdcPeN89uJ6CB4cK3DrYTjSPeM1tIBvurUqJW6aO3yJJmCK803E5sxyBWhgSJ3ERzHN7t9DbjzX3ebukdnznSF03lG2N7+NKEIpdRAWbjKM6M1NIGvPgXFKE3dksMCrrxXCHVkkuwc3mSEraQEtkulsFdXw1FbIytj7k8kjnOJmtb+o1QoGmDUgKLhb9DOugbKpGQok1OgTEgAxcjFeknHJXxW8ZV7m6ZoPDT5HqSEef5e58lPZcsOw12CVDIK3D1pAyZGZeG9ks1wip5lsPNtxTjfVozsiEzEaWPh4B1wCE50OQyypR7A5cOxIm0x1udcf8X+TofHgkmfCq7yLOydgK3kMJzvDuDbQVHQTZ2GqLXXQZubh8FuLTRclOW7UOQuDnlxDgCKglUyB2OueBeYxfeN6p6SJMF51tN3wKp8MgHyN7Q+HmzGdHfGVr7qJERTG2gvJ9NQgIiOIKLIWwrHiU+A7vLd3IWdoxYd3IVdgJeznXJqaFs5eqBYFZQFKz0v2q4GCHXnwaaNPCmRxNnlab5jM0En5Iy6rYFAMXm1yy+n25/DeWaLq1DfKESY88wWtykacDkmihwHW8lFWIovwHqxGM4634QsUywLMCwolgFEEZIguJJPjWKdWRIB3grwVhNsdZ/InqVITIIqJQWqlFRw8VH4sPUrSErRHYK8MfcWFMTkua8R2mvBX/ZYKJiUQrBJnuPDYW7iTKSHp+D9ss/6OJRWGKpQYaga8NpkXSLuyt8wpLolgsUCy7kzMBZZYC2DrOqrN5RKhYhFixG5ajWUCUOLPHGe+dLrBjSU09cN6bpgw8RmgEnMhdBUBsBVS0g1dwMorzpXw0VoLIXYVuXeVuQvDakcNoOhmLLGkyZekuC8sBNqP5UQGClEdAQRSqWDImchuJK9AFydXWipABOfPfiFAyDxDln8Ph2RKAvBDHUUhavgPLsV6PZCd57bPirRwZUeAJyeJQDl5NALkx0IWqOHIm9pd8he9xptw0WwKSOrmyOaWuEscoUjiwLgdOph2nkc1nOvQ7QPLcMmxbJgY2OhjE+AIi4eirh4sJGRYMLCwISHgwkLB63VgmLZAT9nSRQhOR0QLFYIFjNEqxWC2QzeaADf0QG+qxN8Vxf49nZwHe2AcOWIBInn4ayrhbOuFj3xKRvhKlDWHslCkZyCQphhNZdAlZIKJiwMzhMfy+6hmr1+SJ/BQCTqEvDMjEdRZazBjuq9ONt6QZZ8rDcKmsW6zNVYlb50wDLwkijCUVsDa8lFWC8UwVpaMujnoUxORsTipdAvXgJGqxvwvN4ILRUQ6j1l4tnseaC9IkNCHUXBSrfoAO+A88wWqObePuL7Oc95WTkoCsrJawY+OcRgkvJBx6S5fXO4kn1QzbrF7+UlhgMRHUFGMXmVW3QAgP3gO9De/N8jWr/nyg7J0/VOvTbki/94Q2sjwWbPB3/Jla9AqL8AoaMWTHTaFa7si2g3wXHSazasDgebFZphsgOhnHotuIt7XFN8dFs7Rig67Mc+gqODh7UVsHcBEI0Ajg14PqVQQJWeAXVGJlQZmVBnZkKZmORexhAlEVXGWnTYO2F0tsFkr4LRYAJLM5gePwX5URP7FR4UTYNSa0CrNVDExAzaZkkQwHd0wNnaAq6lGdYTO8A1NoK3yQw2A6LiJCS3ckBrFVrOVrn3M2E6MJQFrAZg1YAyfQJENgq0KI7abyZTn45HptyHZksLdtbsd1k+KApqRgUVo4SKUSFOG4MVqUsQp5X//YLVAkdNDRw11bBeKoOttASi1TrAk1xQDKCJAcIKshBx93+PSFQ7Tn0h21bOuGHY9wgm7ITZoMJi3D4YznPbochbMqL8IkJnPYQaT4QUO2FOSGVxvhJUt0iy73vdtcNpA3dxX0hZvInoCDJMdJrrRdudrlxsrQRXsm/YGSIlzg7n2S3ubUodDoVXjYKxgnLKGrfoAADHkfehue6Hwx5MnUc/kOWiUEy9LqQ98fuD1seBzZ7nqT5bfwFCaxWYuMwh34Nra0XX11/AeODo4C9qmoZ6Qha0+ZOgnVQAdXY2aEX/n1etqR5vF7/fxzehhwMNR5GoS8Dy1EWYlzhzxFVIKYZxOZPGxQEFhdBPL4Dlw58CkgRJAMSwTNA5q+Gor4ezvg6mmkrQhisn6hLMFggA3Gk7airRduCHrmWa2Dgo4rutONHRLofWKNdvJiJiwM+kNwm6eNw9qW8xR4nnwXd1gqtuRlfreXCtreBamuGoqQbX2jqke9MaDXRTpkFJN0HBV7lKb1gvj8gSJrTXQqg5495mM2eFRDGz4UAxLFTz74B9519dO0Qe9sPvQXvt94d9L5kvBxDyzrT9webMB3XsQ3dRPMfJT8BmzQEdFn2FKwPDiEVHVVUVXn/9dRw6dAjNzc1QKpWYOHEibrrpJmzcuBEsS/TMUFHN3wi+5ow7Y6bj+EeuKAv10MtpO468D8nkqaGgKFg55l6yQPcabUqhuy6IUFcErnT/sKpq8k2X5CnPo5LluUDGEMrp62SOwY6Tn0Kz9plBRZgkSbCVlqBz59ewnD0zoB8FpVRCVzgFYTNnQTdt2hVN8oIoYFv1bmyrunI+iiZLM/5d+jE+r/gKy1IXYm3mKihGWb+Djkx0CfTyw6AYgLFVQZMRA/2CRWi1tuO1E89DsKoQ28UjxsBjKZ2D8A4rHPV1V7QYAN3LNE2NcDY1DngOpVS6wnx1YWC0WlAKVwiwKxS4++8TBJcPS3fYsGCxQDSbXctJI4z4YaNjoJs8GWEzZkGTPwm0QgGhsx7Wj37u/v91HPsQzC3/MyyB7jzd28rh38rG/oKdMBtM8iR3QUeh5iz4mjNg06cP+R58XRF4r0y9TFJeSGbqvRIUo4By+g1wHH7XtYOzw37gLWjWfi8klpdHNArs27cPzzzzDGw2G5RKJSZMmACDwYAzZ87gzJkz2LlzJ1555RUolWPvpRcMaF0UVLNugeNIdzlrhwXOox9CvezBIV3P1553meG7ocJixqRC70G16G5YN/8P0J3K13H4PbAphUPywpZEAY4Db8nvt/h+UMzYFMFMdBqY9Gluk69QcwbcxT2yxEg9SDwP0/Gj6NzxNRw1AxQkoyiETZ+J8HnzoZsyFbRqaDk66s2N+Gfx+6g1N/R7XEEroFeGo9PRJRMkVt6Gr6p2oai9BA8W3o147eg86VUzb3JZBbtftM6Tn8IW+yReOveGq/qrkkZDvBIFs1ejIOd6AC4Rxnd1wVlfB/OOf8LZ3ALeBvB2QBpmEkvJ6QTvdAKdnaP6O64EExkJbV4+tHmToJk0CYrYuD4vDCYqBYrcxW6BLbZWgq88DsUQlxH5uguyys5M2pRhWdFCCYqioFrYPW509z/74fegSykcUqiraDfBvufvsn3KmTf7pa2BQFF4DbiKIxBbXPlahJqz4CuOQJHTfw6YQDLskbijowM/+MEPYLPZsH79evz85z9HWJjLs/fw4cP44Q9/iEOHDuHPf/4zfvKTn/i8weMVxeRrwJV+A7GzHoCrsqEifymYK0RbSA4L7PvfkO1TL3so5IoSDQcmMhmqObe5w4nB2WHf/wY06358RaXOFe2A2OFJ/85OXDTiqIRQQTV7Pay1Re43pOPQu2DiJoCJmwAAEDknjN/sR8dXWwfM08CqAU08hZiH/hvKlOHN3s62XsAbRe+A7/WGnh43BTdkrUGUKgIqRgWKotDlMOCbusM40HAUZs6zvFVrqsfvjj+PO/Nv65NKfDjQkUluawcA2JtK8MaR59HMewp+ZUdk4qYsj+imKAqKqCig6zK0uhZou/98JmsulHPugrOxEc6WZnf+Ea61FVxb65CsI6OlxzlXlZLq8qFJz4AqPR1sROSQrlfOusUVBt0d5eQ4vhls5swrVoUVjS2w7fobZOHkY9TK0QMTnQpF4Sp3gizJ0Azn+R1QXSESR5IkOPa/Ccnm6UOKwlUj9p8KBSiahnrpQ7B+/D9ux3zHwX+BSSkcci4av7VNGmau1FdffRV/+tOfkJubi08//RRMr/j47du34+mnn4ZGo8HRo0ehGuJMqofOTgt43jeVG3ugKCA2NrzfpDihBN9YCtsXv3Vv0zEZ0K7/xaDObbbdr8jM74rCa6BedI9f2xkIJFGE9Yv/B7HZE4KoWnxfvzP8HkRzBywf/sxT2E2phW7js0H/kgGj74PO89vhOPye537hsdDc+HOYjp1Ax1dbwPc386YAdRSgSwAUYa7wafWCO4f13MuGKmw6/So4rzBsHavFt/Juwaz4aQOKQKfA4UTzaXxW8ZVMfADAouS52DDxZihHmGxJ7GqE5cP/giiJeC9Bj/PhHs/8GHU0fjT7u9Ar5UuTfH0xbNv+7LaegaKgu/3/9clTInuOwwG+sxN8Zwf4zk5X1lWzGYLF4o68kXgeEsdB4jmInOvFTzEsKIZx/bAsaJ0OjC7M5cAaFg5Gr3dF/8TGgY2MHLXzqv3I++C8Ii4UBSuhWnRPHyfynj7Y2tgKyye/ltVmUuQvg3rpA6NqRyggOSywvP8TSD3l3RVq6L7120FzjnAl+2UTNzoyGdpb/3dMLk/3xnHyMzi9HOrZ7HnQrHrc589hWRpRUUOLmBq2pePYMZfH+5o1a/oIDgBYtmwZaJqGzWZDRUUFCgrGrloMNGxSHticBW4RIbZXw3niYyhn39rvwMRVnpAJDioiEap5Iw8VCyUomoZm2cOwbP5vzyzuyPtgU6f0600u8Q7YD7wlqySrmrshJASHL1BMXgOh6ZIrU6IEWCva0PzTH0Ow9a3LQqvV0E1Mhpq+DHeGc5Vu2Gn2my0tePnsmzLBMTlmEu7K34AI1eD+RkpGgYXJc1EQk4e3LvwbZV2exFMHG46h0lCDByffjSRdwrDaBLisHaqFd2NzyScywaGlVfjutAf7CA6h6RJs25/3CA64xPlgggMAaJUKysREKBNDr8qqN6rp17uK1nVnsOWKd0Ny2qBe/lAfi4ckibDteU0mOOiEHKgW3RvQNvsLSqWDcs5tcHzzpmsHZ4d959+gvuaJfoWHaGiG/dC/PDtoBuqVj40LwQEAyunXg6887rb+8hVHwWfPB5s5I2htGrbEfuqpp/Dss89izZr+HfNsNhvE7kqGwhBi7AlyVPM3AgrP0ojzzJeuGX+XJ1JAEnhwlw7B8Y2X7wJFQbP84RHV0QhV6MhEqOZ6RQDwDti2Pw+++gwkL78Bvr4Ylg9/Lgt1o+Mm9CmNPpahKAqqpQ/A4YhE23nAUIU+goMOC0PMLeuRtG4SwjReggOAatb6YSU4MjhM+OvZ12WpuqfHTcFjU++/ouDwJlIVgadmPIJ1E1aDgscq0mBpwu+Ob8KhhuPDLkwlSRL2h7M4EOVJAMWKEu5r6EBsr5wjQmsVrF/9GeAdnnOz5kAVYgmTRgOlDoN68X3wTjnKlx+G7esXIPHykKWuA5vBV57wXKuLgmb1k2PW56k/FHlLQcdmureF5kuwfPRz8FWnZecJ7TWw7X5Z1jdUc24bExmchwrFsFAvfVDWN+wH34Yk+nY1YVhtGu7yypX46KOP8F//9V9QKBQ4fPgwwsOHPkABV/fySg/O4t3uOiRuGAVUs2+FJDjBXdgtW38EAOX0G+Qv6HGCJImwffGsJ/lPN3RUCpRTr4XQVCaLVAEAUAy0t/x3SDnFjbYP2isvo/XD92ErK+1zjFZQCC9IRcSSJRAqD0NsrZQdV85aD+XMm4bsuW7n7Xju1Msyp9HsiEw8Nf0RKEZRf6KssxxvXngPBqc8rHV2wnTckXcrNOyVExiZnRa8V/oxzrSed++jJAl3NRkxxeIApdGDSZvqEt+s0pWR1it0mkmfBs3qp8bVS7YH7vJx2He/IstIzCTmgkmfBrGz3vXT5uVgzLDQ3vizMRmhcSWEtmpYv/itzPIJuHw16Igkl/9cu9zZmknKh+b6//BJjaNQo/cSnO6O3/s0Adxwlld8KjpMJhOuv/56NDc3Y+3atdi0adOw70FEhwuuZD/sh9/t86XpDzo2A9qbfx7yBYlGimhohvXT/5MlPhsIShcF9bKHwKZODkDLhs5I+yBvNKJt84cwHvymzzGKAcKSAG0C0G9SS4aFetnDUAyjOqYoifjb2TdwscMj8hK18fjBrCegU4w8tXQPJqcZbxe/j+IOuXiKUUdhVfoyzEucCfUA4qOo7SLeKfkQJqe8H9zEhWFhdf9VVb1hUgpd4cbjxHTeH3zdBdi+3iSbvQ+EevkjUOQuCkCrgoNoaIZt98t9RHi/KDXQbfg16LDBE9aNVSTeCdu2v0BouOgS3j4Onw2K6HA6nXj88cdx4MABaDQafPzxx8jKGr6C7uy0QBB8LzpiYsLR3j52RAcAiKZ22Pa/AaHuQv8nKDVQ5i2FatbNoFSjfyGEMqKpFY5TX4ArOySbyXmjKFgJ9dwNIflZDLcPSoKArj270fbpx31zOzAMwielQauoAj2AzqQ0emjWPg12mLVmvqjYjq+qdrm3I5Th+NHsJxGj8V3xL1ESsatmPz6r2NYn34eaUWFe0iwsTJ4LmqLQZTeg09GF8q4qHGuSl4GnKRo3Z1+Ha5LmwvLFs/JZfC+YxFxo1/0QlGL8LD8OBN9c4VpSclgGPEc57Tqo528MYKuCgyTwcBz7yFXHaACYhByoF987rpZV+kOSREgOKyiVzuf5OhgmwKLD6XTi6aefxp49rlwRv//973HzzWM3xjmUkCQJptM70L7rLUhOl9WDjUpExJzrET51BWjV2A2NHQm8qQOG41tgPLkdUnddFUV0MmKvfxya9PHhtGy4UIzLr/wd1uqaPsdiFi1Axr33QJOUCGdbHWyV52CrOg97zQWIdtdLRhGXjsRv/RSKyOGZT083FuG3+//q3lazKvxq5Q+RGTX8NPRDoaztMp4/8gZaLe1XPrkXafokPDn/AUzobptgMaB955twttRA5OyQOAdEzgEIPDSZUxB/y/dAh6AY9RfOlho0vf8b8EZXwkAmPBrKuDQoY9OgyZ4Jbda0ILcwsFgrTqP1ixcgWFzL0owuEmFTlyN86gooY1OD3Lqri1GLDqPRiO9+97vuqJaf/OQneOCBkYdeEUtH/4jmdnCVp0BHJIBNmzymaqr4A8lhBXf5OEBRUOTMD3mT+VD6oGCxoPWjD2DYv6/PMVVqGuLvugfavP5zjkiiCLG9BpLdBCZ50rB9Fjrsnfjt0edljqMPT74HMxP8WzDQytmwq2Y/DtQfhYkbwvIZKKxMX4KbstaOyr/kakDinRANzaDDortnt2N/HBwNot0MvvIk6LBoMCkFoAYotEcYPgGzdDQ2NuLhhx9GeXk5KIrCz3/+c9xzz+hyRBCfDsJ4xLsPCqIIXuTBizw4kYdT4ECfu4iuDz6AYDTKrqM1GsSsvw2Ry1a4i635Gl7k8ZdTL6PK6LGsLEtdhG/lBs5ayYk8zrScx/76Q7hs6LtMQlM00sJTsD57HSZGjawK89UOGQcJ/sKveTp6KC8vx4MPPojm5mYoFAr89re/xY03ju2MdgSCP+mwduEfRe/jdGsR+G6/lDCrgBXHTMhq6FuNTb9wMWI3fAus3r+5Rj4p3yITHJn6dNzanUI8UChoFnMSZ2BO4gzUmRpQY6qHVqFBlCoCkaoIhCvDQF/l1j0CYTwwItFRU1ODb3/722htbYVWq8WLL76IRYvGrxc0gTAaBFHAvvqD2FK5A/aeqAJJQsFlO5aeMkPFyaed1kgNwu7ciMRZy/3etpPNZ7C3zlPVV8dq8dDku8GOsjjbaEgNT0ZqeHLQnk8gEPzHsEcWu92O73znO2htbUV4eDhef/11TJt2dTklEQhDpdJQjfdKP0a92VO5NMwiYNUxEzIb5dYNgQJOFGhxfLIOgmErCs5W4J782xGh8o+lo9JQg39e/EC27/7COxCt9l2kCoFAIHgzbNHx6quvoqKiAhRF4U9/+hMRHATCAOyrO4QPyz6D1FNUS5JQWGHHstMWKDi531JXQji+nKVAe6TnK1ncXorfHn8ODxbehdyo4YW+Xol2WwdeOSdPcX5txkoUxuT79DkEAoHgzbAcSZ1OJxYvXgyDwQCNRoNJkyYNev5///d/D7v2CnEkJYwHjjWdwlvF/3Zva20C1h6zIr1ennODYlnE3HIrotZci1pLA7ZX7cHZ1iKPUIErYuOGrDVYk7HCJ34NNt6GP538Gxotze590+Im4+HJ9xC/iXEMGQcJ/sJvjqRlZWUwGFxxzjabDadOnRr0fJPJNOhxAmE8cqG9RLZsMbHajtUnbVDY5bVS1FnZSHzgISiTXP4L6eGpeGTKvWgwN+HN4vfcSzISJHxxeTsquqpwf8EdCFMO7cvdH4Io4PWif8kER3p4Kr5dcAcRHAQCwe/4vPbKaCGWDsJYxlUK/u/gRA4qp4gVx03Iq5anpKZYFjHrb0PU6rUD1nlwChw+uvQZDjYck+2PUIbjvoI7kB89cdhtEyUR/y79WHbPKFUkfjz7Sb/5jRBCBzIOEvxF0Gqv+AIiOghjlQZzE/586iXYeBvSmpxYfdiIcJu8L6syMpD44KNQpaQM6Z5HG0/i36UfwynKrSTXpC/DjVlrhxxlYnCY8GbxeyjrLHfvUzMq/GDWE0gJG7zEO2F8QMZBgr8ISJ4OAoHgweAw4sUzr8HpsGLJGTNmlvaql0LTSLv9NmhWrgWGkS10XtIspOtT8VrRO2jyWhLZWbMPpZ3leKDgTiToBk93XtpRjn8UvysrlEaBwoOT7yaCg0AgBBRi6SAQRokgCth05lV0VZZh7SEjYg2C7LgiIRFJDz+KtLnTRtwHnQKHT8q/xP76w7L9FChMisnF/MRZmBpb6E4NLkoiOuxdONJ4HNuqdsscU1WMEvdM+hZmxvs3xTkhtCDjIMFfEEsHgRBAvqjYhvDDF7D2rBlsL70csXwl4m7fCEY9uuqmSkaBjXnrMSk6F++UfAgL56qRIkFCcXspittLoWHVyIuaiC6HAY2WJjiEvllOU8KS8NDke5CgjRtVewgEAmEkENFBIIyCc+VHEPbmpyholvtcMHo9Er79EMKm+jaPzdS4QvxMn4p/Fn+Aks5LsmM23o4zrecHvHZx8jzcNvEmKEmhNAKBECSI6CAQRkjDoT3AO/9EulNu3tBNn4GE+x8AG+6fiJBIVQSenP4wyjorcLTpJE63noezH6uGuz2sFt/KuwWzE6b7pT0EAoEwVIjoIIQ8nMDhQMNRlHaWA5DA0gooaBYKmkWcJhYLkuaMKnfFcBHtNjS9+w7Mhw5C7b1fwSDxznsRsWQZKIryaxsoikJedA7yonPwLf4WnG0twrGmU2i1tSNGHYWksESk6BKRHJaIlLBkYt0gEAghAREdhJBFlEScbD6Lzy9vQ4e9c8DztlXtwsr0pViZtgQaVj3geb7AVn4JTa+/Cq61Vba/K06HKU//DJqkoYXC+hI1q8K8pFmYlzQr4M8mEAiE4UBEByEkudRZgY/Lt6DGVHfFc+2CA1srd2Bf3UGsyViBpSkLfT6zl3ge7Vu+QMeXn8Pb9V+kgHOTI7D6kV9Ao4326TMJBAJhvEFEByGkkCRXyu/t1bv7HAtT6BCriQEv8uBEHhbOAjNncR+3cFZ8Ur4F39QfwcOT70Waj8qjO5ua0PT6q7BXXpbtN+po7FgYifWrH0cUERwEAoFwRYjoIIQU26p29REcClqBVelLsTp9GdReyyeCKOBY82lsrdwhW35ps7XjjydfxMbcW7Awee6I2yJJEgx7d6P1w/chOeWOmsUT1Ng3Kww3T14/opTkBAKBcDVCRAchZNhVsx9fVn4t2zc/cTZuyFqDKHVkn/MZmsGCpNmYnTAdBxuOYlvVLnfWTV7k8a+Sj3DZUI1v5d4y7OUWvqsTTf94HdYLRbL9dgWF3XPDcSlDjcUp87EsZeHw/kgCgUC4iiGigxASHKg/go/Lv5TtuyNvPZakLLjitQqaxfLURZibMBP/vPgBzrVdcB873HgcNaa6ISfEkiQJ5uPH0PyvtyFaLLJjNYkK7Jivh1nLIDcqB9+aeLPfo1QIBAJhPEFqWROCzrGmU/h36Seyfetzrh+S4PBGq9Dg0Sn34ZbsdaDgEQP15kY8e+w57K87jMGy/vMmIxpf/isaX31JJjgEhsLeWWH4ZEUkzFoGcZoYPDz5HjA0M6z2EQgEwtUOsXQQgkppRzn+efEDWW2QdRNW45r0ZSO6H0VRWJ2xHBn6NLxx4V/u5RanyOH9sk9wvr0Y9+Tf3qeUu+nkcbS88zYEk0m2vzVGia/mh6EzwvVV0bBqfGfqA9AptCNqH4FAIFzNkIJvhKDR5TDgt8eek0WgrEpfivXZ1/tk2cLgMOKt4n93JxXzoGO1uCVnHWbET4HCxqH1vX/BdOyo7ByJpnCsQItjk7UQaVdbIpTheGTK/ZgQkT7stpA+SAg2pA8S/MVwCr4R0RGicLyADpMDZhsHs5WD2cbBYufBMhRUCgZqJQu1koFOwyIpWgeVcmyZ+gVRwHOnX8FlQ5V73/yk2bgn/3af+kmIkoh9dYfwWcVWcCLvOSBJmFTtxPJTFijtvOyajigFts0LQ2u0x/l0gj4DD0+5B5GqiBG1Yyz2wbGCzcGjtcuGNoMdVjsPSfK2mwHhWgVi9GrERKihVbFXrR8O6YNXNw6nAIudQ2S4CrSPvwOkyuwYgxdEVDeZUNVkQlWTEdVNJjS0WSEOY2SIi1QjJTYMqfE6TEjSoyAjOqSFyKcVW2WCIy08BXfkrvf5C4GmaKxIW4z86Il4q/jfqDXVI9wiYOUxEzIb5WGwIgWcKNDi2GQdBMbTjkXJc3F77i1Q0OTrEmyMFidKa7tQUtOJygYjWrtssPQSjYOhVjKIj9QgOzUCeWmRyE2LRGTY6CoAEwihhsMpoKSmE9VNJtS2mlHbYkZrpw0SgEkZUfjhxumg6eCIb2LpCBJOTsCFyg6cLGvF2fK2YQ2cQ4FlKOSlR2Fqdgym5cQiPlLj0/uPhlMt5/B60TvubQ2rwU/mPINYjX8TbHGcA0c3v4Kovaeh4OUdoS2Cwc75ejTHeKwbDMXg9tybhu3Q2h+h2AfHApIkobLRhCPFTbhY1Yn6NsuVLxom8VEaFE6IxoKCRGSn6MetJYT0wfFNp8mBsxVtOHOpDRerO8EN8h599rH5iI/ynV8asXSEKJIkoaSmC3tO1+NcRRucnG/FlTe8IOFCZQeKm6rxwRkDEiL0mJOThrk56YjWRkDFKP327MFotrbiXxc/lO27v2Cj3wWHraIcLe+8hfjaWtl+gQaOFepwokALkaEQodQjJ3ICsiMnYHLMJMRoovzaLkL/dBjtOFTUhENFTWjqsPr1WS2dNrR01mPPqXrERaoxvyARCyYnIjGaOAsTQhteEHGytBV7TtWhrM4wpGvSE8IQGxG8SSixdAQAJyfgSHEzdp6oRV3r4DM1nZpFZmI4MhL1SInTQa9VIkyjQJhGAZ2GhSBKcDgF2JwCHE4BnSY76tssqGu1oL7VjOYOG0RJAh3WCTa5AkxkW7/PiVHF4MbsNZidMD1gMzs7b8cfT/4VjZZm9741GStwc/Z1fnumYDKhdfOHMB7Y3+eYOjsHcffdj3odD7PTjNTwZMSoo/3yeQS7D44Vymq7sPVINc5XtGOwj4llKGQlRyA1TofYCA3iItWIjdBAr1OCpgBQrqBpUZJgMDvRZrCj3WhHu8GOmmYTKhqM4IXBx5mCzChcPz8D+RlR48L6Qfrg+KHDaMfeMw3Yf7YBRotz0HPjozRIiwtDWnwY0hLCMCUrBizj22wZxJG0F8H6stkcPLYfq8Guk3UDLp+wDIXCzGjMzI3DpMwoxOjVoxrgilvL8UnZdjQ4qod0foo2BXdMugVZERkjfuZQECURfz//T1nirtzIbDw5/WG/5LuQeB5d+/ei/bNP+iT5ojUaxN66ARHLVoCiA5Oqhgz4AyNJEooqO7DlUNWgs7WclAgUZEYhLz0K2cl6KBUj7zccL6Ky0Yiy2i4UVXagrLZrwHMnJIVj3fwMzMiN87kDXiAhfXDs02aw4fMDVThU1DSgz1+YRoFp3cvqhROioVH5f0GDiI5eBPrLxvEi9p6uxxeHqmC2cX2O0xSF6RNjMXdSPKZkxfikU4iSiA/LPsP++sMjun5y1GR8K/9Gvy0nfHl5O76q2uXejlRF4D/nPA29Mtynz5EkCZbzZ9H2wftwNjX2OR6+YCHiNmwEGzGyKJSRQgb8/rlQ2YGP9lagutnU7/H4KA0WTk7EgsJExPnRL6ndYMfRi804XNQ0oN9IUowWt6/IwbTsmDFp+SB9cOxiMDvw5aFq7D1TD0Hs+5+nUjJYWJiI+YUJyE6OCLiTKBEdvQjUl02UJBy50IRPv6lEm8He57hOzWLp9GSsnJGKmAh1P3cY6XNFvFfyMQ41HpPtp0BhetxkXJOxDBAYHCuvxenKOrRzLWATakDR8s+ZkZS4r2AjZidN8VnbgL6OowqaxQ9mPoF0fapPn+OorUXrh/+GtfhCn2PK5GTE330ftHn5Pn3mUCEDvpzmTive31WOM+V9l/8oAHMmxWPVrFTkpEQE9AUvSRJqms3YfrwGx4pb+p1NFk6Ixh0rc5ASFxawdvkC0gfHHg6ngC8PV2HH8Vo4+3kvJsVosXJmKhZOTgyIRWMgiOjoRSC+bHWtZry9rRTl9X3NwzF6Na5fmIEFhYlQjcIk3B+iJOLfpR/jYINHcFCgMCthGtZmrERyWGKfa0prOvHhgSLUsifBxjb0OT5FNw+PzLnFJ8sedaYG/OnkX+EUPRafBwruxOzEGaO+dw/Opka0f/4pTMePofd/MK3VIuaGmxG5chUoNnhfSjLgu7A5eHx5qApfH6/tM2NjaAoLJidi3fyMkHDibO2yYduxGhw419gnEoCigOXTU3DLkgkI1wbHKXu4kD44tjh9qRXv7ihDu9HR51hWsh7rl2ShIDM0/I2I6OiFP79sTk7AF4eqsO1oTZ9BNEyjwI0LM7F8RgoUrO99B1yC4xMcbPBk06QpGg8W3o0Z8YNbKyRJQnFVJ/595DjadCdAh8nFktqZgCdm3ofs+CsXSRuITnsX/nzqJVnZeV86jnKtrWj/4jMYDx/sIzZA04hcvhIxN90CJiz4M1Iy4LsG0be3l8Jglju+URSwbHoKrp+f4VMLoK8wWpz48lAV9pzua9oO0yhwz5pczMmPD4nBfzBIHxwbtBvseHdnGU5f6msFTI0Lw61LszAtJ7SW+Ijo6IW/vmwXqzrw1vZStHTaZPuVChpr56Tj2nnpfjN5SZKEf5d9ggP1R9z7hio4et/nVFkz3j7/OfhoebpwyanGgvBrcfeCBcNeI6wx1eHls2/C4DS6902OycdjU78NmhqdAHPU16Nz+1YYjx4BBKHPcd3UaYi7fSOUScmjeo4vuZoHfLONw7s7y3DkQnOfY/npkbjrmlykxgdfGF6JxnYL3t9djnMV7X2OzcqNwz1r8xChC12rx9XcB8cCoiRh18k6bN5X0SedQrRehQ3LszF3UkJIOjMT0dELX3/ZOF7AR3svY8eJ2j7HpmXH4J41eX6fsW2r2o0vLm9zb9MUjQcK78LM+Kkjup+TE/DGwd04x+0Gxchf5DpzDp5ZtBEpMUNzvjzfVow3iv4lW1JJ0Mbhx7OfhIYdmTOgJEmwl19Cx1dbYDl3tt9zNPmTEHvLrdDkTBzRM/zJ1Trgny5rxVvbS/uE9cVGqLFx5UTMzI0NqRnbUCi63I73dl1CY7s8f4hOzeKu1bmYX5AQkn/T1doHxwKdJgfe2FKMC1Wdsv00RWHNnDTctDgTamXoptUioqMXQ/myCTYb+I4O8J3t4Ds6wXV2QDAaIdpsEO0292+ng0OnyeFuo0QBPMVCZBWIT4hEVHQ4GJ0OTLgejF4Ptud3dDQUUdE+8Sso6biEF8+85q7MOlrB4U1RQzVeK/onONYo2y85tFgVvw63zpwz4IAqSRL21h3E5ktfyKrGpoQl4fGpDyBKHTns9ogOB0zHj6Fr7244qir7PUedlY3Y9bdBO6lg2PcPFFfbgO9wCnhnRykOnm+S7acoYO3cdNyyeMKoQl6DDceL+PJQFbYeqe6z5DJ3UjzuvzY/qI59/XG19cGxwvGSFry9raRPWoXsFD3uW5uPtDFgBSSioxfeXzZREOGsr4ejtgaO+lo46uvhrK8H39nh02cO1BA2MhJsdAwUsbFQxCdAmZgIZXwCFAkJYLRX/k/rtHfh2ePPyyqz3pN/OxYkz/FZM+2cHX87/gEq7EV9joU707AmfyamJuQjVhMDAGixtuJcWzHOtRajwiAXBoUx+Xiw8C6o2eFZfhz19TDs2wPj4YMQbbZ+z9HkT0L0teugLZwckjNLb66mAb+uxYyXPivqYwlIjNbioesnITslsOHK/qSm2YQ3tlxETYtZtj8uUo3v3DwZE5L0QWpZX66mPjgWsDt5vPN1GQ4VyYW5kqVx+4ocrJiZEpJLKf1BRIcXLrN8Gaj6arSfLYKt/NKAL7Fgw0REQpWcDGVSMpQpKVAmJUOVmuoWI5zI4y+nXkK10bOsszhlPu7Mu9Uv7TlSU4R3Sz6CwPafhjpGHQWWZtFsbe33+LLUhbgt58YhR8Fw7W0wHTsG07EjcNTW9H8SRSFs1mxEr70O6glZQ7pvKHA1DPiSJGH/2Qa8u/OSLNpjvFg3BoIXRHx1pBqfH6ySWT0YmsKG5dlYPSctJF4eV0MfHCvUt1nwt0/O9xHmmYnheOTGAiTFDO0FHioQ0eFF/QvPwXL2zPAvpGkwej1EpRpNFgkWiYGDVkCAywkyKlyF7NRIKGjXEoDkcEJ02CE6HBAsZggmU79OjiOBjYqGMiUFlRobzrDNaItk0alnkRqVju/PfNyv1U8tThtePPI+avjiIV9DgcJtE2/EirTFg54nSRKcjY2wFp2D6eQJ2CvKBzyX1uqgX7QYkctXQpmQMOS2hArjfcC3O3m8ta0UR4vlzqJR4So8emMB8tLHfw2bykYjXv6sCK1d8hw907Jj8MiNBdCqFQNcGRjGex8cKxwpbsJbX5XCwXneDxQFXL8gEzctyvR5ivJAQERHN7zRiMs/eHrA4xTLuq0KquQUKOITwEZFgY2OARsRgQNFDXjn63LZrE3B0ti4MgcrZqQMatKXJAmi1QrBZARvMIBvbwfX3gauox18Wzu41hZw7W19Qz2HiEgBioQEaFIzoEpJgTI52f03UIzvZ5P7K85jc9FucJoWUGzfLKsAEKWKxJTYAixImj1g4i/eZIS9/BIsRedhKToPvr1vJIA36uwcRC5bgbDZc0ArQzcy4EqM5wG/udOKFzef75PJc2p2DB66ftKYyWPhC6x2Hm9vL8Gxiy2y/fFRGjx165SgJhQbz31wLMDxIv69+xL2nKqX7Y/Wq/CdmyYjJ3XsLjsS0dGNJEmo++PvYCstAQAo4hOgyZkIzcSJUGfnQJmQ2OcFbXKa8U3dEeyoPAgnZYHkVEG0ayHZddBSEbhr3gLMycz1SftEjgPX2gquuQnOpiY4GxvgaKiHs7EBkqNvQpihQLGsx1ckMQmKhATX79hYMPrRZXe02nm8vrUYZ+oqwOg7QOvbAUpCuJiI+xcuRWFipuz+gsUCZ2MD7DXVsFdUwH65AlxryyBPcKGIjUP43HkInzsPqtS0Ebc3lBivA/75y+145bMLsDo8TnAMTeG2ZdlYMzc0lhUCjSRJ+OZcI97dUSbLIqlSMHjo+kmYnR8flHaN1z44FugyO/DXj8+jokHuoD95QjQeubFgzAtzIjq8kHgeXHMj4jKSYBTYAb9sNaY67K09iJPNZ8FL/Rdn62F2wnSsz7kekSr/KFNJksB3tMNRXw9TzWWcPb8b4e02RBt5MKP4aCiFAoqYWLCxsVBER4OJiASrjwATEQFWrwet0YLWaFw/KlW/xdAkScLXRyrxxd4yMAIHjeCAjrchjnFi5cRwRIg2OJsa4WxsgGA09tOK/mGjoxE2czbC586DekJWyDuGDpfxNuBLkoStR6rx8b7LsmqwUeEqPLF+MrKTx+6szVfUtZjxwsfn+iy3rJufgVuXZgW8PsZ464NjhcpGI178+Dw6TZ6JJAXgpsUTcOPCzID3A39AREcvBvuyCaKAd0s340jjiWHdU82osG7CaixPXeSXKqk9bXvx7Oso63T5OtCihLlMJm7SzgRXXw9HfR2cDfXgWvt35BwtFMsCNO0qE05RAEVBdDp94qtCsSw0E/OgnTwZuilToUxKHndCw5vxNOA7OQFvbL3YZwkhNzUCj6+fEtIJsgKN2cbh1c8voKhSHh03NTsGj91UGNCw2vHUB8cKR4ub8cbWi7Il+jCNAo/eWIDJWTFBbJlvIaKjFwN92TiRxxtF/5KVW+9BtGtAG1KQn62BkzGhxdoqC1PtIUmXgLvyN/ilNPzmS19gd+037m1Xgq2noOkVfio6HK6lmfp6OBvq4WxuAtfUBGdri8+cWUcLExYOdXY21FnZ0GTnQD0hC7RKFexmBYxQHfAlSYIoSOB50fVvUYIkSZBEgGYoMAwFmqZBMxRomoLR4sSmzedR2Si3Yq2cmYI7Vk0ck05w/kYUJXzyzWVsOVwt258ap8PTG6YiNsJ/1XO9CdU+OB4RJQmf7O////yp26b6tWJyMCCioxf9fdmcghOvnn8bFzvKZOcKhhjwzRmIpTPwvQ3TZIWnKg01+KDsE9SY5I5ANEXj1pwbsDx1kc9m68ebTuPN4vfc22pGhR/PfgqJuqGvB0uCAK6tFVxLC7i2Npcja1sruLY2CIYu8EajT0WJBMDKqNGpCIcYE48pcwugS3U5uSpi48a1JeNKBHLAdzp4mI0OmIx2mI0O2CxO2Kyc68fihM3GgXMK7h+xn1LZA/0NPABOkiAArh8KyMmIwsQJ0dDplNCFKxEeoUGYXjUuzMa+5ERJC17bUixLca3XKvDUbVMDkruEiI7A4OAEvPZlMU6Wyi3QMybG4uEbCkIuaZwv8LvoMJvNeOmll7B9+3Y0NTVBr9djzpw5ePzxx5GfP7rS4YEQHXbejpfPvYlLXZfd50gCDeelmRCNsSicEI3v3FwIXT8hbqIk4mDDUXxesQ1WXp7vY3bCdNyVvwEqZnTm5cuGKmw6/XdwXmnEH5tyP6bGFY7qvr2RRBGixQLeaHBlX7XbINrsELozsEo8D0gi0D37hSSBUihAq9WglSrQKhVojQZMRAS+qbTgw2MtELzqqqTG6fC926chWh96RbwCja8HfKeDR2e7FV0dNhg6rDB02tDVYYOxyw6nY3CfpEBA0xTC9CroIzWIjNYgKlaL6FgdomK10Ixxp7nRUN1kwqbN52Tr+yxD46HrJ2FegX9DwYno8D8GixObPjrXxxJ4w8IM3LIka9w6VvtVdJjNZtx9990oKSmBWq1GdnY2mpqa0N7eDoVCgU2bNmHlypUjajjgf9Fh5Wz465nXUWn0JJ+SBAbO0lkQzdG4ZlYqNq7KAdOPE6U3JqcZH136HCeaz8j2J+sS8ciUexGvHVl11qK2i3it6B2Z4Fg3YTWun7B6RPcLJGfK2/DKZxdk8ecRYUo8s2EqMhNDJzNjMBjpgC+KEro6rGhrNqOj1eL+MfVT7nqsoNYoEJugQ2xCOGITwhCXGIaIKM1VYwnrNDnwwuZzqGoyyfbfujQL1y/I8NvnQESHHFGUwHMCeF6EKLiWFkVRhNRj+aNcS4oudzYKDEuDZWmwCqZfK159mwXPf3gWbQaP43CgBGWw8avo+OEPf4gvv/wSc+bMwaZNmxAdHQ1BEPDiiy/ib3/7G8LCwrBjxw5ER0ePqPH+FB0trQa8fPZNFLWXuI9JPAtH6WzAGol7Vudixcz+80v0hyRJ+Kb+MD669AUEyfOiVTNq3JpzPRYkzxlWRdWjjSfxTsmHECXP3z8ltgCPTrlv1JVZA0VNswnPfySfySkVNB67qRAzJo5MiI0HhjLgi6KEzjYLWhpNaGkyuYRGy+i/DxQFqLUKaLRKaLQKaLQKKJQslEoGiu4fhqVdAyxNgaZcA60gSjhe3IyL1Z2gAdAAGACxYSpkJYSD5wRYLRysZgecjtEt0ylVDOKT9EhIDkdCih4JyXqoNcFNpuVPHJyA178sxoleJvil05Jx79rcK056RsJ4Fh2SJMFm5WA1O2ExO7p/O2GzOGG3cXDYedhtHOw2HpxTcIuNkUJRgELJQKlioVSx4CUJ9R1WOEQRPFzLkKyCwZqFGchKi4RWp4RWp4RCOf4y8gJ+FB3V1dW49tprwbIsdu7ciYRemSEfe+wx7N27F4899hh+8IMfDK/V3fhTdLx17GNsqdzh3i9xSjhKZkMpROHxmydjavbIvIkvG6rx2vl/ysq4A0BO5ATclXcbEobgh7Gjei8+rdgq2zctbjIeKLgTCmZsDb6dJgee//CsrB4FRQF3r87FymGIuvFE7wFfkiSYDA40NxjR0mB0iYwm84j6PkUB+kgNIqJcP+ERKoTp1QjTqxCuV0OjUwx79uzsXpfu/VJcOTMFd14zsc9LkeMEWM1Oly+JwQ5jl2upx7XsYx2RKImM0SIpNQJJqXokpUUgPEI9rqwhAzkbTs6KxuM3T/b52v9YFx2iKMFksKOr3YquDiuMXXYYDXaYuuwwGew+f2/4A1ZBQxemgi5c6fkdrkJYuOv7GqZXQaMd/vc12PhNdGzatAl//etfsXLlSrz00kt9ju/evRuPP/44UlNTsWvXrqG32At/iY4aZxWe/eZv7n2SQMNRPB+RbBye2TAV6Qnho3qG0WnCG0X/kvmJAABLMbg2cxVWpS+Dspd4ECURZZ0VONhwFKdazsmOLUqehzvy1o8ZC0dv7E4er3x2AWcr5BlHr5ufjtuWZY/btc2B4DkBDiuP0uJmNNcb0dxghM3af2bXgaBpCpExWkTH6RDd7SMRGaOFPlINxodRIyarEy9sPo/yeoN7HwVg48ocrJ6TNuwBUZIkWMxOdLZZ0NFmRUeLxWXFabMM2YkVAHThKqSkRyA5PRIpGZHQj5MIgP1nG/D2tlKIXkNxenwYnrl9GqLCfRfhNVZEhyhKMHbZ0N5iQUdb95JimxXGTtuw+stYhWEo2aShR4yER/T8Ww2WDa33gt9Ex0MPPYQDBw7gRz/6ER555JE+xzs7OzF//nwAwL59+5CYmDjUW3vdw/eio83Wjt8cfR5O0bPW5qyYimQmF89smOozR0dBFLC79htsqdwh88kAXBEuKbpEpOvTkKFPRau1HcebT6PLYehzn+syV+H6CWvGnNrtjShKeHdnGXb3Svs7ryABD66bBEWIfXF8hSRJMHbZ0VRvdAmMeiPaW83DGugVSgax8WGITfD8RMVqfSou+qOly4a/vH8GzZ0eJ2mWofHojQU+z6Qp8CI62ixobTKhucGE5gYjOtv6Ly7YH+F6FZIzIpGaGYWUjEjowsZuCPb5y+3426dFcDg9FqFovQrfv32az1Knh6LoEHgR7a0uEdra7LslxR40WgXUGgVUGhZqjevfPcuKrKL7d/fSIs10LzF2Ly/2CBxRlCCJEnhBhMCJ4HkBHCfgbFkbGlrNYAAwoMACCFOyUNEUHHb/OnNrdAq3IAnXq6HTqxDeLU504SpotMqARo/5TXSsWrUKdXV1eP7553Httdf2e86MGTNgtVrx9ttvY968eUO9tRtfiw4H78AvvnkOZqEDtMCCFllIzWnIpKbjhvkZoCV4wgc51w/vFMB1dy6BF8HzInhOhMALEHocjgTR/W9IEiTJZS6FJEGUJDhEh1dmUwkSLUGiRPePSIuQaAEiLUBken7zmBSfg4lxE6BSsVCqGNcXRs12f3EUIadwr4QkSdh+rBYf7JEXc8tLi8STt03pN0JorOGw890vzm6R0WCC3TZ0KwbNUIiND0N8UjjiksIRnxSOyGhtwENOKxuNeP7DszB6WWDCNAo8fdvUgNWF6PksG+sMaKw1oLnBCJ4b2ngQFatFakYUUjIjkZwWCZV6bIUm1jSb8NyHZ9Fldrr3aVUsnrptik8K5gVbdPT2WWptNKG9ZXjWLm9Uahb6SNdyoj5SjfAINXThKteyRZgSGp1/Xrx2J4+XP7uAc72suDcuzMQtSyaAoiiIogSHnXP7mVgtTtgsHKwWBywmJywmByxm129/LAvRNAVtmLL783At5WjDlAiPUCMzJ8bnviV+Ex1DERQrVqxAQ0PDoMJkMHwtOv7wzmaoG/VghfERpqdQMtBoFdDqup0CdUpX5+ruVD0dbCTr+P7k2MVmvPZlMXjB091SYl0htTERYyektmdm1tLoGjSbG4c3OweA8Ai1y1kyyeU0GRsfBibIYvJseRte+qxIlkMiPlKD739rGhK8ctUEGkEQ0dZsRmOtAQ01XWisMwzJP4SigPhkPVK7LSEJyfqgf8ZDocNox18+OCsrnscyFB6+oQBzJ40uAiLQosNqdrqEeINLiLc2mcA5h+/bExHlCrmOitEiMlqLyBgNIqO1QXE0NliceO7Ds6j2ijyiKQr3XZuHpdOSh30/SZLgsLvy6phNDtfv7vw6PXl2LCaHT/+/IqI02PjQbJ9+H4YjOoY1FbDbXcsTavXALwlVd5bJnnNHgq/elbUt7dDVxYBC6Lx8R0uPVcbYNfjnS9NUt4OSS+2GR6gRFq5CWIRnnVClZgMmTOYVJCAyTIlNm8/D2m16rG+z4Df/PIHvf2vaqH1q/AHHCS7/gxYzWpvNaG00o73VDFEY+gjAsjTik8KRmKrHxPwEaMJdgjGU2Hu6Hm9vL5UNbFlJejzzranQBzmnBsvSSEzRIzFFjxnz0yCKEtqazaiv7kJ9dScaag39WkIkCe6lrZOHasCyNJLSIpCaGYXUzEjExIeFZPKymAg1fnbvTLyw+TxKaroAALwg4eXPLqDD5MC1c4fvU9NDz2X++Mr3iMPmeqNrWbHBBJNheO8AhZKRLSfGxOkQFaMNmYiPxnYL/vLBWVktHZWCwRPrRx6EQFGUO6IsLrH/ZTRRlGAxdYsQg+u3yeARKCajY1hiztBpg9XiCJpP1LBEB8MwrjjmQWRXz7GRfjGGqpaGgkanAqc8DqVz6B8uy9LuUCiFwhNOqFAwYBV09/ofDYalwbjXAdG9DkjBW9/0pJOWJAlC93IMzwuw2G2QRIASaLeIcDoFOOw8HA7eEyc+Cno8vQf74iuUDCKjNNBHaVy/IzVe21qE61WgfehDEBsbjvSUKPzv3w+jpdtnoMvsxLP/Oo2ffXsOpucGp/pmTy4Mt9m3yYSWRiPaWobnhwEAUTFa14stPQqpmVGITwr3ux/GSJEkCf/aVoL3d8qz8s4tSMSP75kFdYhmToyP16NgimtWKfAi6mo6UXmpDZWX2lFf3dmvuZ7nRdRWdqK2shOAK1dIRlY0MnNikJkTi/jEcFAhJEL+33cX47l/n8b+0x5/qA92l8PqEPDwLVPAjKKtMTGjF/gmgx111Z2un6pONNYZhmWhVqoYJKVGIDnNtRSWlBqBqGhtSP0feHOxsgO/fecUTF5Lj5HhKvziofnISYv0fwMGGRp7rCWG7ogxk8H129hldwkUo+s90OO4Xjg9GZlZcUET3cNaXpkzZw6MRuOQlldeeOEFrFmzZtgN6uy0QBB8t7xSVFGLAycvYmJ8KhIjIl2CQsm68xN45yoYKOlLIJEkCTwnwunkXSLE1hNf7ooxt1lda4M2q9OVI8HiikX3h7mUogBtWLfndI+TUljPb5cFRRumHPZLtcvswF8+OIuaZk9ILUNTeGBdPhZNSfL1nwHAJSzc4ZwGO7o6rOhq92TzFIZhvehBpWYRnxTuyi2RrEd8sh4abf8mX4pyDfbt7aHhxMcLIv6xtQSHippk+5fPSMY9a/yTJyIQcE4BDTVdqKvqRG1VFzpa+9ZL6g+VmkVSWgSS0iKQnBqB2MSwoItFUZKweW8Fth6pke2fmRuLR28qhEoxPAvASPsg5xTQ1mxGU3d4d1O9CRbT0JPTURQQEx+G+ORwJCbrEZ8cHJ+lkXKitAWvfl4sK9qWGK3FDzdOQ+wYiqByJUETofTDZIJh/LS8EhUVBaPRCIOhb8RFD11dXQAw4uRgAHw6KBdmpWFydtqQ1zKD/0KgwCpcAkirG5o3vihKLhFi9jgomU0OWHrWCbv/PVxfGUmC634mB5rrBz5PrVFAG6aEVudaOlB3e4y7PcfVLmdYpcplQQrXKPGfd83ES58WuatvCqKE1768iLYuO25clDkkS5kgiHA6eNhtPBx2Dg4bD5ut23Gr23nLYvZ8DqP5v1WqGNfAmehx9tRH9s0bMZT+Few+ZrVzePFjj/m+B++MmMFu40hhFQzSs2OQ3m3utlqcqK92iZD66q4BLX8OO4+qS+2outTefR8a8YmeRGUJKfqAL4tRoLBheQ6iwtV4d2eZ+//kVFkbfv/uaTy9YWTLX4P1QZ4T0N5qQWuTGa3dlr/ONsuw+oNGq0BC95JYQrIecYnh/S6RhHofkyQJO07U4f1dl+Dd1JzUCDx921SEaRQh/zd4wzA0GIYOepuHJTqysrJQXV2N+vr+30AdHR2wWl1OdRkZvq+6Sugfmqa6PbZViEvs33QqSRLsNt7tpNTjqGQyeJyWbJbh5Y3ooccS09F65XN7YBgKESyDOawCdl5AjxwqO1CNV042uKsw9lQ9daUodqUt5pwieG7ohcqGS3iEGtFxOsTE69xhq/0JjLFIf46KDE3hwXWTsGDy8EPcQx2tTomJBfGYWOCyTxu7bC5/kJouNFR3weIVKeINz4loqDWgodYzwQrXqxCbGI64RFefiEsIhzbM/0Jk1axURIer8MrnF+DsnjhcbjDi/719csSOvpIkwWJyuvNgtLWY0dZsRle7dVgvJZqmEBOvcwuzxBT9uEjiJooS3tt1CbtO1sn2z8qLw6M3FkDBhoafyVhkWKJjypQp2LNnD06fPo0HHnigz/HTp08DAFJSUhAXd/WmvA5F5A5L/QsTnhc9ntMGu5c3dY9ntX3I4YtXQhAkCILLoVTdy9FXsvFosZn6u8xn0AyFiG5flsgYLSKiNN1Jt3Qh47jma6qajHj+o3MweL1oNSoWT946BZMyRh+SORbQR7p8lyZNS4IkSTB0ukRIT4iueZCaNiajAyajA5Vlbe59ao3CXcwuOlbbnazN91V2Z+TG4cd3zcCmj865/Qpaumz49dsn8NRtU5E7gF8BzwkwdNlh6LDB2GWF3cqjsc6AjjbLiLLE6sJVSEgOR3yyK2V9XGI4FMNc5gl1HE4Br3x+AWfK22T7V89Ow8ZVOVddYkNfMyyfjoqKCqxbtw4qlQo7d+5EfLzcu6UnDfoTTzyBZ555ZkQNClRpe8LwkSQJTofQvYTTHW9udnTHn3uWNHpqHQQTlZqVhRCHR7ji+PWRane2v0CuKQe7D54qa8WrX1yQhcRG61X43u3TkOqj5FPjAZPBjsZagzux23CTuvVA05S7v/XkStB65Y9QqVnXj4odVuhiS6cVf3n/DNq67GDgmjWqaQorpiYjJUoLi8khmyxYLf1bcoZCj89SXKLrJz45HGE+zJAaihjMDjz30TlZSCxFAXeumohrZqcFsWWhjV8Lvj399NPYvn07pk6dihdffBEJCQmygm86nQ47d+4MyYJvRHQEDlGU3MsuDhsPp8MVmeN0CHA6eHfBJZ73ZPkzmJ0orzfIlk1YhkJOaiT0YUrQVI+/S3c0UbcjsCyBmpqFRqcMuSRqweqDPcnZPtxTLluX9kea7fEI5xTcid9am8xobTJdMVx9uPRUL6UZyr3uTtMURMmVCbOnVg/PieA4V8JCX6MLUyKmJ1x1nC0pDpWaZhM2bT6HDiMpVjlc/Co62tracPfdd6OqqgpKpRITJ05Ec3Mz2trawLIsXn75ZSxZsmREDQeI6LjaqWs14/kPz6Ld64vPMhQeuG5s+xwEow/ygoh3vi7F/rONsv3TsmPw2M2FUCtDMyQ21HHYebQ1m9HeYkZHm7W7pszIlisCjS7clb2zZzkoKlaH6DgtNEHOxxJs+rME6nVKPLNhKiYk6YPYsrGBX0UHAJhMJrzyyivYvn07GhsbodVqMXPmTHznO9/B9OnTh3s7GUR0ELrMDryw+RwqG+V+HdcvyMD6pVljck010H3QaHXi5U+L+kSorJ6dho0rc8ZMuOJYQZIkWM1OGDq7q+t22WDstMFosLujqQJRrIyHBLA00lIiEBXl8i3pqT4cGa1BckoUGQe9kCQJW49UY/M+eaHOlFgdntkwdUyFxAYTv4sOf0JEBwFwlVZ/Y+tFHLvYIts/MzcOD10/yedlv/1NIPtgTbMJL2w+j3ajZxmApijcvXoiVsxM9e/DCf3iih7jYDF5fJ4cDlcuHqeddyUP5LvrOQkiREkCRVEugU25fER6EhcqlIwrcaGKhVrDorzRhI8PVcIhSu4osAidEt+9dQpyUjw1c8g4KMfJCXhrWykOX5DnqpmaHYPHbiocc2NMMCGioxfkyzY2kSQJnx2oxOcHq2T7k2K0ePLWKUiK8V32Wn8TqD547GIz3thy0R1aCQAaFYPHb56MyVkjS9VMCH3Karvw10/OyzJmsgyFe9fmYclUV/ZWMg56aOuy4a+fFKG6WW5NXTMnDd9aQSyBw4WIjl6QL9vY5mhxM97YelGWEVCtZPDwDQWYmTs2HLz83QdFUcLH+y9j65Fq2f7EaC2eum1sCTTCyGgz2PDi5vOoaTHL9q+amYqNq3KgYGkyDgIoqmzHK59dgMUrwo6hXQJtJEXbCER09IGIjrFPVZMRf/34vMzBFOj281iSFfIzE3/2wS6zA69+fqGP/8a07Bg8cmMhtGOsxDth5Dg4Af/oZ1lyQlI4nrhlMvJz4q/acVCUJGw5XI1P91+WRXLptQo8fstk5KVfHblq/AERHb0gomN8YLQ68cpnF3CxulO2Py8tEo/cWIBo/cDVj4ONv/rghcoO/P2LCzBa5dlkb1iYgVuWjE2nW8Lo6HGO/Hif/OWqVbP4wZ0zkZ0YdtWNg0arE29suYhzFe2y/dnJejyxfgoJHR8lRHT0goiO8YMgiti87zK2HZUXwdKpWTy4bhJmhOhyi6/7oCi6/F2+PFQle7GolQweXDcJs/ODU7GXEDqcv9yOv39RDLNNLkjXzk3DbcuywYZo9WNfc6GyA699WQxDr0RpK2am4M5VE6+az8GfENHRCyI6xh/HS1rwxtaLcDjluRFWzkzBt1bkQBliqZl92QebO614fctFlNfJCy+mJ4Th8VsmIyFq+LU4COOTDqMdL392AeX1ffvKwzcUjOtstLwg4uN9l7HtmHyComBp3Lc2z28Vra9GiOjoBREd45PmTite/fxCn3weybE6PLAuH9nJEQNcGXh80QdFScKeU/X4cG+5LIkR4Jq13bEyhxSiIvRhoJcvy1BYvyQLa+emh7xP1HCpazHj9a0XZenMASAlTofHbioc12IrGBDR0QsiOsYvvCDik/2X8VWv5RYKwOo5aVi/JAuqECjgNto+2NZlwz++Kunjz6JWMvj2dfmYOynBRy0ljFfOlLfiH1tLYbLKlxlyUiLw0A2TxoWFjOMFfHGoGl8dqYbQKxlbqFpBxwNEdPSCiI7xz4XKDvz9y2IYe63bxkao8e3r8lGQObJaQL5ipH2QF0TsOFGLzw9W9VlKmpQRhQfW5SM2gmRNJFwZigIYpQJ/+tcJnC2XO1SyDI1189Oxbn7GmH0pl9V24a1tJWhst8r2h2kUeHDdJEyfGBuklo1/iOjoBREdVwcmqxP/3nUJhy809zk2d1I8bluWjbggpTUeSR8sutyOd3deQlOHfBBVKmjcvjwHK2amkOgUwpDp6YOtrUZ8c7YR7+26BHsvIRsbocadqyZi+sTYMVPsrdPkwKffXMY35xr7HJueE4t71+aR6BQ/Q0RHL4jouLo4V9GGt7aVotMkz+nBMhSumZWGGxZmQKtWBLRNw+mDzZ1WfLC7HKcvtfU5lpMagYeuHx+mcEJg6d0H2ww2/GNr3yU7wJUKfMOybKTGh67vg83BY9vRGmw/XtPHx0mvVeDuNXmYnRc3ZsTTWIaIjl4Q0XH1YXPw+GhfBfacqu9zLEyjwA0LMrB0enLAKq0OpQ82tlvw5aFqHClu6nNOmEaBW5dlYenU5HHn9EcIDP31QUmScLS4Ge/vKYfB7Oxzzey8ONy0aEJIiQ+OF/DNuUZ8fqCyT34aAFg8NQnfWpGDME1gJxZXM0R09IKIjquXyw1G/Hv3pT7hpQCgVbFYMTMFq2alIjLMv+bXwfpgfasZXx6uxrHiZvTunhQFrJiRgluWZJFBlDAqBuuDNgePzw9WYueJuj4OmAAwKy8ONyzIREZieIBa2xej1Ym9p+qx+1Rdv2IjPSEMd6yciPwMklk00BDR0QsiOq5uJEnCqbJWfLinAi1dtj7HWYbC/MJELJmahOyUCL/4SfTug3Ynj+MlLfjmXGO/gggActMicdc1E5GeELyBnjB+GMo4WN9mwfu7L6Hocke/xzMSwrF0ejLmTUoISHp9SZJQ02zGntP1OFTUBF7o+26I0atw69JszCtMID5OQYKIjl4Q0UEAXJEgu0/V46sj1X2yE/YQrVdhbn4C5kyKR2ZiuM/WgykKCAvX4NCZOpwoacGxkpY+0Sg95KdH4sZFE5CfHknWowk+YzjjYEW9AZ8drBxQfCgVNObkxWP6xFhMyoj2qQDpERrHS1pwoqSl34kC4MpCvG5BBq6ZlUry0wQZIjp6QUQHwRuOF3HkQhO2HavpE17nTVS4CtkpEcjp/klPCBtyymRJkmCycWhqt6K0tgvFVR2oqDeAFwbugAWZUbhxYSYpPEXwCyMZBysaDPjswMDiAwBoikJWih6TJ0QjJyUCSTE6RIYphyyYeUFEbYsZlxuMuNxgwKU6A9oM9gHPj4/UYPWcNCyakhgwnyzC4BDR0QsiOgj9IUoSzle0Y/uxmj4VWvuDoSlEhasQGaZCZJgSkeEqKFgagiC5fkQRNqeAlk4rmjpssDn4K95Tp2YxvyARi6cmBXW9nDD+Gc042NhuwTdnG3GwqBGmfvwpeqNWMkiK0SIuUgOVgoGCpaFgabAMDbtDgMHqhNHsgMHiRLvR0e+ySW8mpkZg7dx0TM+JJc7UIQYRHb0gooNwJTqMdpwoacHRiy2obDT69VkU5UrstWRqMmbmxhLTMCEg+GIc5AURZy61Yf+5BpRUdw5qufMF6QlhmJMfj9n58SRMPIQhoqMXRHQQhkNLlw2ny1pRXm9Aeb2h31DC4ZIYrcWsSQnISgxDXlpUQJzwCARvfD0OOpwCSms7UXS5A0WVHX2S2I2EMI0CWcl65KZFYlZeHBEaYwQiOnpBRAdhpEiShHajHeV1BtS3WdBldqDL7HT9NjkgiBJYhgZDU2AZCizLIC5CjYQoLeKjNUiM1iIlVoeYCDXpg4Sg4u9xsMvsQGObBY0dVjS2W9HUYUWH0Q6OF8EJInhehJMXoVYy0OuUiOj5CVMhPSEMWckRiItQE+fpMchwRAeZbhEIg0BRFGIjNKS+CYFwBVy+TipMCnKdI0JoMzRXfAKBQCAQCIRRQkQHgUAgEAiEgEBEB4FAIBAIhIBARAeBQCAQCISAEHKOpMwQMz6G2r0JhKFA+iAh2JA+SPA1w+lTIRcySyAQCAQCYXxCJC+BQCAQCISAQEQHgUAgEAiEgEBEB4FAIBAIhIBARAeBQCAQCISAQEQHgUAgEAiEgEBEB4FAIBAIhIBARAeBQCAQCISAQEQHgUAgEAiEgEBEB4FAIBAIhIBARAeBQCAQCISAQEQHgUAgEAiEgBByBd98hdlsxksvvYTt27ejqakJer0ec+bMweOPP478/PxgN49wFWAymTB79uxBz1m3bh3+8pe/BKhFhKuF3//+93j99dfx0UcfYcqUKf2ec/78ebz00ks4efIkrFYrkpOTcd111+HRRx+FVqsNcIsJVwvjUnSYzWbcfffdKCkpgVqtRm5uLpqamrBt2zbs2rULmzZtwsqVK4PdTMI4p7S0FAAQERGB7Ozsfs/JysoKZJMIVwF79uzBm2++Oeg5hw8fxiOPPAKO4xAfH4+UlBSUlZXhpZdewo4dO/Duu+8iIiIiMA0mXFWMS9Hxi1/8AiUlJZgzZw42bdqE6OhoCIKAF198EX/729/w4x//GDt27EB0dHSwm0oYx/SIjjVr1uDXv/51kFtDuBr4+uuv8aMf/QiCIAx4TkdHB5566ilwHIf/+I//wIMPPgiKotDc3IwnnngCRUVF+OUvf4k///nPAWw54Wph3Pl0VFdXY+vWrVAqlfjTn/7kFhYMw+CZZ57B8uXLYTabrzgTIBBGS4/omDhxYpBbQhjvmM1m/OY3v8FTTz0Fh8Mx6LnvvPMOTCYTli9fjoceeggURQEAEhIS8Ne//hVKpRJbt25FRUVFIJpOuMoYd6Ljs88+gyiKWLx4MRISEvoc37hxIwBgy5YtgW4a4SqjrKwMABEdBP9SUlKCtWvX4u2334ZKpcJvfvObQc//9NNPAQAbNmzocywxMRHLly+HJEn46quv/NFcwlXOuBMdZ8+eBQDMnDmz3+MzZswAANTV1aGpqSlg7SJcXUiSREQHISDU1dWhra0NCxcuxKefftqvmOihpaUF9fX1AK48Rp44ccL3jSVc9Yw7n46qqioAQFpaWr/Ho6KioNVqYbVaUV1djcTExAC2jnC1UFdXB4vFgqioKFgsFrzzzju4cOECJElCdnY21q9fj0mTJgW7mYRxQHp6Ot566y3Mnz//iudWV1cDALRaLWJiYvo9JyUlBQBQU1Pju0YSCN2MO9HR0dEBwCUuBiIyMhJWqxWdnZ2BahbhKqPHn8NqteL6668Hz/PuYwcOHMDbb7+Nxx57DN///veD1UTCOCE3N3fI5w5lfOyJWiHjI8EfjLvlFbvdDgBQq9UDnqNSqWTnEgi+pkd0OBwO3Hzzzfjyyy9x/vx57Nq1C48++igoisLLL79MHJoJAcVmswHwjIH90TN2kvGR4A/GnaWDYRiIoghJkgY8p+dYj9c2geBrCgoKsHHjRmRlZeHb3/62e39qaip++MMfQq/X449//CNeeOEFbNiwAWFhYcFrLOGqgWEYACDjIyFojDtLh0ajAYBBw8acTqfsXALB16xYsQK/+tWvZILDm/vvvx9arRZmsxnHjh0LbOMIVy09Y17PGNgfPWPnYNZiAmGkjDvR0bNWaTAYBjynq6sLAEhyMELQUCqVyMnJAQA0NDQEuTWEq4We8bFnDOwPMj4S/Mm4Ex09aaV7wsJ609HRAavVCgDIyMgIWLsIVx8cxw2aGbLHjK1QKALVJMJVTs/4aLFYBhQePWMnGR8J/mDciY6e4kanT5/u93jP/pSUFMTFxQWsXYSrB0mSsHjxYkyePBlffPFFv+c4nU53xseB6rIQCL4mKirKnU7gzJkz/Z7TM0b25OsgEHzJuBMd1157LQBg7969aGlp6XP8gw8+AADcfPPNAW0X4eqBoih3QrCe7I+9effdd2G1WpGUlITp06cHrnGEq561a9cCAN5///0+x5qamrBv3z7QNI0bbrgh0E0jXAWMO9GRnZ2NtWvXwuFw4Lvf/S6am5sBAIIg4Pnnn8fevXuh0+lw7733BrmlhPHMww8/DMBVzfPZZ591O+dJkoTNmzfjj3/8IwDgRz/6EVh23AWREUKY+++/HzqdDrt378aLL77oXgJsbm7Gk08+CafTieuuuw6ZmZnBbShhXEJJg8VOjVHa2tpw9913o6qqCkqlEhMnTkRzczPa2trAsixefvllLFmyJNjNJIxzXn31Vfz5z3+GJEnQ6XTIzMxES0sLWltbQVEUnn76aTzxxBPBbiZhHJKXlwcA+Oijj9xLzt5s27YNP/jBDyAIAmJjY5GQkIBLly7B6XRi4sSJeO+99xAeHh7oZhOuAsal6AAAk8mEV155Bdu3b0djYyO0Wi1mzpyJ73znO8ScTQgYx48fx1tvvYVTp07BYDAgMjISM2fOxP3334/Zs2cHu3mEccqVRAcAnD9/Hi+//DJOnDgBs9mMxMRErF69Gk888QT0en0gm0u4ihi3ooNAIBAIBEJoMe58OggEAoFAIIQmIePB1tHRgQMHDiA1NXXQugAEAoFAIBBCB4fDgbq6OixevPiKSeVCRnQcOHAAP/7xj4PdDAKBQCAQCCPgD3/4A2666aZBzwkZ0ZGamgrA1WhfJ0sSRRGlpaXIy8sDTZMVJULgIX2QEGxIHyT4i4qKCvx/9s46TK7y7MP3GfdZ12zc3d0gIQR3h+IFWlyKtFBaPqBAgUJpi7u7BhKSEHfZuG42a1nfnR338/0xm5k5Wcm6JHNf116b4+9szpzzvI/8ngceeCD8Hm+MLmN0HA2p9OvXj2HDhrXpuQOBAF6vl6FDh4a7LMaI0ZHE7sEYnU3sHozR3jQlNSJm7saIESNGjBgxOoSY0REjRowYMWLE6BBiRkeMGDFixIgRo0PoMjkdMWLEiBEjxomEGAjgq7HiqazEW1WFt6qagMtFwOUi6HYTcLsJ+vwIAoAAggACyNVq5Fpt7Y8GuU6H0mxGFR+PMs6M0mRC6KZ5OTGjI0aMGDFixGgFAY8H5+E8nAWFOAsKcBUW4SwowFNeAcFg219QEFDFx6NOSUadkoImJRl1agra9HS0mZko4+MQQpZMlyNmdMSIESNGjBjNwFNZhW3vXqx79mHbuw9Hbi6i399xAxDFWs9JFba9++pslmu1aDIy0GZmoOuZhS6rB7qeWWhSUzvdQxIzOmLEiBEjRoxGCPr92Pbuo3rzFqo3b8GZl9+q8wkKRShsotUiKJShlWIQRBDFIEGPNxSC8XhadP6Ay4UjJwdHTo5kvUytJvPC8+l5+aWtGn9raBOjIycnhwsuuACPx8O+fXWtrhgxYsSIEaM7EfT5sGzNpnzlKqo3bSHgdDbpOEGpRNcjE21WD7Tp6aiSElElJIR/FHodMqWySecSAwECbjd+uwOfxYLXUoOvxoK3qhpvRSXusjI8ZWV4yiua5GkJejwUfPIZqXNOQZ2c3KQxtDWtNjoCgQCPPPIInhZaZDFixIgRI0ZXQAwGse7eQ/mKlVSuXovfbm90f0GhwNCvH8bBAzEOGoS+b280KSmSEIY/GGB7yR5W5y8jZ28eZo2RgYl9GZjUl4GJfTBrTA2fXy5Hodej0OvRpKY0Om5vZRWuI0dwFR2J/D6aVxKFwmhEYTQ28S/S9rTa6Hj33XfJzs5ug6HEiBEjRowYHY/PaqNs6W+ULFyE+0hxo/sa+vcjbuwY4seMxtC/HzKVqt799lccYtnhdawv2ILN6wivP2IrZU/5wfBypimNi4aewbSeE1qc/CnIZKiTk1AnJxE3aqRkm9/pwlVYiDO/AL/DTsL48cg1mhZdpy1oldGRm5vLSy+9hEajwe12t9WYYsSIESNGjHbHduAgJQt+pnzlakSfr959BIWC+HFjSJw8ibixY1DFxTV6zqAY5KNt3/DDvsVNGkORtYSX173DyryN3DzuCpL0jXdpbS4KnRbjwAEYBw5o0/O2lBYbHcFgkIcffhiv18uf/vQnnnnmmbYcV4wYMWLEiNHmiKKIJXsbRV99Q82OnfXvJJNhHj6M5FkzSJw8GYVB36Rz+wN+/rPhPVbnb6qzTS6TMzxlIFa3nbyaIoKitJR2a/FO7v3l71w58nzm9Z+JTDgxtTtbbHS8//77bN26lcsvv5wJEya05ZhixIgRI0aMNkUMBKhYs46ir7/BcSi33n1UiQmkzjuN1NPmoE5MbNb5nT4Xz69+jR2l0mKK4SmDmNZzPJN6jMGgDhkvbp+bg1V5ZJfs4qf9SwkEA6H1fg9vb/mM1fmbuGvKDSTp2s7rkW8pYkvxTsamD6dnXGabnbe5tMjoyMvL48UXXyQtLY0HHniA3Nz6/wNPNES/D+RyhBPUAo3RfERR7LIiPB1NwFGD316NKqVn7DsCBD1OPKWHUaf2QabWdvZwugQBpxVBqUamPH430rZCDAapXLue/I8/xVVYWO8+caNHkXbG6SRMGN8iHYtqVw1PrXiFPEvk/AqZgtsnXcfUnuPq7K9RahieOojhqYOY3XsKr278kP2Vh8Lb91Xk8OCip7lnyo0MTx3c7PEcy7qCLby09i0CYpDv9izkv+c8hVbZOXkdzTY6RFHkkUcewe128/e//x2DwdCmAwoGgwQCgTY959HzNee8oijirzqCp3AfnqL9eIr24assQhGXStJ5d6NO79emY+zquPN349i5gqDPDcEgYjAAYhC5zox52kUozJ1TftVZ2LYtoXrpByAGUaX0QZXWB1VaX9Tp/VEmZtTZvyX3YHdBDAaxbvgey4rPIBhAEZeKYfRcDCNPQa5rODP/RCXgsmPb+BPWzQsQPS5kWiPxs69CP3J2pxpjnXEPBn1ePAW7cR3KxnVoK/6qYmQaA4ln3oZuYPt6yEVRxLI1m8KPP63XsyHI5STOnE7G+eehy+oRGi9AM/8+Vo+NR5c+T5kjUiWiU2q5b8rNDE0ZGP57+y1lOPasJmC3EHTbCLgcBF02ZCoND824jBVZJXy683vc/lAlqM1j54llL3P5iHM5Z+DcFk9uVuVv5L8b3kdEBMDhc2Fz21HJmla22xSCzVBdFURRFJtz8vfff58nn3ySc889l+eeew6AHTt2cPHFFwO0WKdj165dXHjhhTz55JP06dOnRedoKwRXDYbsb1HUFNW7XZQrcYw6H19K10jMaW8UFYcwbP4cQaz/xgpoTNgm/Q5RexK8YEQRzcGVaHNWNbiLN20ojpHngKx79kZoDjKnBd2OH1BWF9TZJgpyfGmDcPeeTMCc1gmj61gErxP14Q1o8jYhBLx1tvvie+AcOp+gseHSxxOGgA/tviWoC7cjBOvXj3ANmIW771RoB09hsOgIvl+XIObXvS9RKpGPHY1i8kQEs7l11xGDfHbkZ/JdkYoXg1zHpRnzSVZHQiMyRxXGde8h87nqPY8oV2IbfzlVhji+LVlCiUda5jpQ34szU2ahltdfKdMQ2637+blshWTdWPNQTkue2qzzHI/c3Fz+/Oc/8/XXXzNs2LBG922Wp6OgoIAXXniBxMREHnnkkVYNsiEGDRrE0KFD2/ScgUCAHTt2MGLECOTHcZ2Jfi8lHz6GtwGDA0AI+DBs/ZKE027EOHZem461q+E5cpDSJd8gNmBwAMjdVpJ2fE3a1X8/oWe2YjBA1aK3sDdicACoSnaTmNGThHk3hNc15x7sDoiiiGPXSqrWvYPorf9BKogBVMW7UZXuI+XiB9H2Hd2xg+xAXIe3U/71aw3+LQCU1YWY176DacJZxM24LKJE2UF05D1YueBV7PlbGt1He2A5iQofiWfe1mbhFk9FJQUffULF8hV1tglKJWnzTyfjwvNRmtvmOfV+9lcSgyPNkMyfZ94hycUIOK2UfPA2/gYMDgi9U8xbv2DgZX9hytg/8372lyzJXR3evt+RR1nxt1w54nymN7G0dvGhVfx8UPp3mNt3BtePuaTNk1RVDZQN10eTjY6jYRWXy8XTTz9NfHx8iwZ3PGQyWbt9IeRy+XHPXf7Lu3hLDknWCSotmsyBiAE/7vxdoZWiSNWiNwnYKkg45aoTMobtrSik7IunEX0R4TdFXAoytR5BJsNvqyJgrwbAX3WEss+fIuOqx5Fpmpbp3Z0I+jyUf/sizv0bJev1gyfjt1biLT2MGIiU3Nm2/IImcwDGkbMl+zflHuwOVPzyBtbNv0jWCSoNxlGn4ty/CX9NWWRDMEDlT/+lx+9fPCGN0oCjhorvXqpjcCji09D1H4tt62JEf63nIxjAuv57gg4LKefd1Qmjbf970LZjOfbtS6UrBRnqzIEoTIk4dkdeps49a/BXFZN2yYOtCtEGPB6KvvmOoq+/rSMdLsjlpJ42hx6XXtzs5NDGWHF4PT8f/C28rFVqeGjGH0g1Rj5H0Oeh/Ovn8FeXRMaj0qIwxiPTGAl6XfjKQ5LqotdN6edPkX7FY9wy8WoGJPXlrc2f4Kv1FFncVv678X2W5K7mhrGX0Sc+q95xHaw8zA/7FrO2YLNk/ZkDT+Xa0Re3Sw6aTNb091+TjY6PP/6YDRs2MHfuXM4444wWDayrY9u2FFt2pLZapjORdtmfUaf1QZDJEYMBKhe9LXnY1qz9lqDLTvJZt3XGkNsNv7WSkk+eIOiyhdfp+o8j9ZIHEWrDBn5bFUfe/wt+SykA3pJDlHzxD9Iu/0uHJoq1N0Gfh5JPnsBdsCeyUpCRfNZtGEedCoAY8OPYv5Gyr5+H2thpxc+voUruiTq9byeMuv1wHtxcx+BQ9xhMyrl3oIxPQ5x7Ha5D27Cs+w53XqgkMeCwUL7gVVIveuCES7ytWPiG5HuiTMggbvpFGIbNQJDJMU88h8qFb+I8GHkJ2HeuwDB8Jrp+YzpjyO2Gt6KQip9fj6wQZCSdeQv6QZORa0P5f7a+oyn/+TUIhF6m3tJcjnz0OD1ufqFFz43K9RvJffMtPGXldbYlTZ9Gr2uuRJPWtuG9nKo8Xtv4YXhZQODOyTeQYYpcRxSDlP/wbzyFkZQDRXwamdc+hVwfCuuIfh8lXz6DK2draNnjpOSTv5N+1eOc2ncqveN68OKaNyiNyhfZV5HDQ78+zcTM0WSZM0gzJJOiT8LiruGn/UvZVyHttwJw3uB5XDny/C7x3WuyefLLL6GHzOLFixk0aJDk52g+BxBe9/XXX7f9aNsRT8khKn55I7JCkJF6/j1oMvqHX7KCTE7i6TeRMOd3kmNt2YtxHd7RkcNtVwIuO8WfPoHfGrnR1T0Gk3LhfeG/BYDCmED6lY8hN0S8Xu783ZR9/Xwo0fQEoWbddxKDQ1CqSbv0obDBASDIFRiGTCF+1uXhdaLfS+lXzxJwWjt0vO2J6PdRsejtyApBRvzsK8m45u8o49NqV8nR9R9L2uV/RpnUI7yrc9967DuWd/SQ2xX73rU49qwNL6tSetHj9y9gHDE7/F1RxqWQeunDpFx4HxB56Ff88gZB34nTPiLo81D2zfOIvohQZPzMyzCNnhs2OACMo04l4+q/I9fHhdf5q0uoWf9Ds67nLi1j9/89zd6n/lHH4DAM6M+IfzzJoAfubXODo8Zt5Z+rXgt7IAAuGX424zJGSParWvqB5N6QaY2kX/7nsMEBICiUpF78J7R9RoXXBT1Oij/+Oz5LGX0TevL8/Ee5ZNhZKOWRcJwoiqwv3MqXu37ilfXv8tjSf/LCmjfqNTguHnZWlzE4oBlGx8CBAxk7dmy9P4MHR0p6jq5LbEM3VnsTcNkp/eq5iAsUiJ91Bdo+I+vsKwgCcZPPI+WCeyEqpFK55P1G8x66E5W/vo2vPJKApUzOIu3Sh+udhSjj00i/4jFkmshDxXlwM7bsJR0y1vbGb7dgWfddeFmmNZB+1ePo+tctgwOIm3YhuoETI8fXlFP27YsnjBFmWf+DxFVsGn8G8dMukhijR5EpVKEQgiziUK1Y9Ba+6NBLNybgtFJ5zEQl+ezbEeR1czUEQcAwZCqm8fPD6/yWUiyru9fkrDEqF72NtyzSfVXbZxRxUy+od19Nj0Fk3vCsZMJiWfMNflv1ca8T9Pko/PJrtt5+F9UbpSJcqsQEBtxzJyOffRrTkNaXmh5LIBjgX2vfotIVGefEzNFcOHS+ZD/bjuXUrPs+vCzIlaRd8hDKhLqVbTKFitRLHkTTO2K0BN12qpd/AoBKoeKS4Wfz4hl/ZWKP0U0e69iMETx+yr1cOvzsLmNwQDPCK48++miD26KrVz755JPWj6qDKf/xP/gtkQehbsAE4qae3+gxhqHTcB3KxrYtFLv0lhzCsWs1huEz2nOo7Y63ohD7jkjykcKURPrlj0pmKseiSulJ2uV/ofijx8OznOpVX2IYORuZonnZ1l0Ny6ovEL2RmVvi3OvQZA5scH9BkJFy7h0UvfMgvsojALhyt2Nd9x3ouneYxV9TjmX1l+Flud5M/MzLGj1GndaX+JmXUb3sIyDkPi7/4RXSr3q82+dBVS56m4CjJrwcN+X844bSEmZdgWPvunAulGXttxiGz0AV5RHqjth3rpSEpuWGeFLOu6teY/QoClMiCbOvpPzH/wAg+txUL/+E5LP/EN7H4/eyq2w/xbZS0o2p9LLKyP/vG3Vby8tkZJx7Nj0vvxS5tv00UT7Z8T27yvaHl3uY0vnjpGsliZmi30fVbx9Jjks+9w40WQ0bQTKlmrRLHqL4w7/iKQ71ZbHvXEnclAtQpfQEIEWfyP3TbmF7yR4W7F9KgbWYCmcV0QWoSrmSWb0nc9bAU8k0dc2KsTZpbd+dcRfuw7l/Q3hZEZ9G8rl3NOmBGD/zcuy7VoU9JFXLPkI3eFK3ftFWr/ycozkJAMnn3YnCdHyvlSZzAHHTLqR62ccABGyV2LYuxjzhzPYaarvjqzqCdeuv4WVVSk8Mw2ce9ziZWkfqxQ9S9M6DYYPFuv4HmHFru421I6hc8p4kqTjhlKuRNyFpOG7KeTgPbgrHtt15u6jZ8CNxk85tt7G2N479G7HvWhleVib1IH7Gpcc9TqbRk3ja9ZR980JoRdBPxc+vk37137rUbLQ5BL0uKha9GVkhyEg5/25JGKEhDCNnU7NxAd7SkI6GbdtSXMOnsMNTRXbJLnaXHcAX9KPwi0zebsexz4XsGJEH09Ah9L3lZvS9e7Xlx6rDhsJsvt+7KLysVWi4f/otdUS2bNt/I2CrDC/HTb0Qw9Bpxz2/TKUhYe61FH9wdIIvUrXiU9Iu/pNkv5FpQxiZNgQIya5XOKsosVfgC/oYlNQPk7pttbPamu491WgDLGu+iVoSSL3wviY9SCFkqZujHpz+mnKsm35u4xF2HN7yAhy714SXtb1HoO3ZeM11NObxZyLTRlomW9Z83a1j1lW/fQxRYZGEU65pdOYWjSqpB4lzrg0vBz0O1McpIezKuHK3S+LT6syBGI6pzGkIQSYn5dw7EaIeztXLPyUQlXzZnQi6HVT8/FpkxdGwShNLYPVDpqLtG0kgdefvwr5jWdsOsgOxbl1M0BVpAR8/4xK0vYY36VhBkJE4N/Q9CQK/JOh4YN3rvJf9JdtK9uAL+ulR6uWqBZWM2ys1OFwqgcKzx9D38Yfb3eAotpXxnw3vSdb9cdK1ZBhTJevEgA/L6q/CyzKNocEQU31oew6VlJY7963Hc+Rgg/sr5ArSjCmMTh/KhMxRXd7ggJPc6PCW5eM8ECmB1A2aiDqteS7wuCnnI4sqA7Ss/qrbPkyrV31BtJcjfublDe9cDzK1lrgp54eXA/ZqbFGegu6Eu2g/jr2Rl6ym13C0zaw0MI46Bbkx4iXSHN5A0FdXNKqrIwb8VCx6K2qNQNLpNzUrPKKMTwu/XABEnwfrlkWNHNF1sW79NRweATBPPhdNZtOFAgVBIGn+TQhRHtHKJe93y+eGGPBJEkDlhgTipjT9JQuhyY18wDg+SjOxLEGPWOvwUfhFZm+0cdESC3F2ab7cvl5qPjg7ka9MRTyw6Cl2lO5t9WdpCLffwz9Xv4YrKkH23MHz6s2vsG1fLknAN088G5la16zrJcy6QrJctfzT5g24i9MmRseIESPYt29fi9VIOwvL2m8ky3FTL2z2OWRqLfEzInHtoNshsXS7C97yfKmXo8+oRmOQDWEaN1/iVrWs+ZpgVE5Ed0AURaqWfiBZl3jqNc12fwtyJXGTI54wmdeBY8dvjRzRNbFuWYSvItJTwjjmtBa1ATCOnoMiLqLGad24INTPqBshBvzUbFwQXpabkpoUVjkWZXwacdMjVX9BpxXrlu5noNt3rZKEEswTz2q26Fmls5pXDD52GSKesIwyL9f8bGHUAan2ic+oYdlpmfwyzYxLE3p9VTireGLZS7y56RPcvrZ91oiiyBubPqag5kh43bCUgVwxom5oUAz4sayJ8nKodS0KL6sz+qMbNCm87Dq0VVqu3805aT0dPksp9l0RZUlt7xFoMvq36FymMXMlWck1m37GV6td0V04NpfjeAmCDSFTaTBHzXQCjpo6mg5dHefBzbjzd4eX9UOnoW7hvWEcPVfiCatZ9z1ioH5Z6K6IGAxQsyEyk5VpDSTMvrJF5wppVpwdXg44LJK8iO6AY+866Ut2wpkt1qSJm3wuCnOUEbb5l+51b4hBLGu/DS8Lah2mZio051Tl8civz5BnC1VEyf0iszbbuHixBZNNapCmnn4a0197nUf++BKPzb6bFL0012xRzgoeWPQUh6vrb+rWXERR5MNtX7MyL5LzF68xc9eUG5HXE2a171whKUgwTTy7xUKJCTMvJ7q8umrZxzSzY0mX5aQ1OmrWfQ9RJa4t8XIcRZArSDj16siKgL9blcJ5y/Ik8Xpt39Foegxq8flMY+dJavAta78l6GlYArgrIYpiOBkWAJmixS9ZqDXCJpwVXg5YyyXGblfHmbNV8iA1TzoXuc7YyBGNYxx1quRBbFn/Q7d5mIqiSM2GH8PLglKDcfTcFp9PkCsxTYgILQZslTiiktq7Os4DmyUeMNPYec0KJeRWF/D4by9S7Q5VAKVU+bjqlypG73MR7VNUJSUx7G+P0f8Pt6LQ6xEEgeGpg/jn6X9hXn9pYnepvZw/L3mWZblraQ2iKPLJju/4YV9URY4g456pNxOnqauqKwYDVEd5uAW1TvK9by6qlJ4Yhk0PL7vzd+PK3dbi83UlTkqjw2+3hEtdAdTp/SU10i1BN3Ai6qgXtX3XSoJuR6vO2VGEvBwRWurlOIpMqSZu2kXh5aDLRk03SbB1F+zGW5YXXjaNnRcWvWoppvFnIKgiZXyWNV93G00XSWK0XIGpFS9ZAJlKi3HMaeFlX3k+rkPZrTpnR+Ep2ofnyIHwsnHUqU1OOm8I46g5CFGeEmtU6KarE+3lQK7APOHsBvetc6zbyrOr/ofH70EIikzY6eCyRdXEW6V6NgmTRjPm5ReIGz2qzjk0Sg03jbuCv8y6U9LrxBfw8d8N7/P6po/xBVoWvvti1498u2dheFlA4JYJVzM4uf6won3XSol+jXnCmY3KDDSF+JmXSbSgqk+Q3I6T0uiwbvxRIgQWN/XCVperCYIgcR2LPg+2bqC+6C0vwLF3XXhZ229MozoUTcU4Zq4kibJmww/dIn4vSW4UZJKcjJYi1+gljQF9lUU493X9Ga238ojEIDAMnd6kMsjjYR5/pkQwrGb9943s3XWoWf9j1JLQJuXgco0e44jZ4WV3wR48xYcaPqCL4C7Yi6cwkrxpHDEbhbFp/bj8AT/Pr36dSmc1ZpufS36tZup2B7IoO1ymhPiBED9AiULfuGE3Mm0Iz53+5zqKoItzVvLYkuc5YmteqPvLXT/x5S6p8ff78Vcyu8+UevcXgwEsq6K8HCqt5F3QUpQJ6RLVY8+RA41WsnQXTjqjI+h2ULM5YsEqk3qgGzShTc6tHzhRElawblnY5V3H1q3SCoLopNjWIFOoJKViQae1y7uOA44aHHsiBpiu/9hWNaGKxjThLMSoF23I29HF741jcnFM49um55LClChxHbtyt+MpPdwm524vfDVlOPatDy/rBoxHmZDeJuc+9u9as6nrezukSfgC5snnNek4URR5c8un7Cs/yLCDLq5aUEV6pTSPxdA7keThoIkLhXCiq0EaQq/S8cD0W7l8xLmSCWROdR73/fx33t78GVZ349VBpfZyXln/Lp/v/FGy/uZxVzKn3/QGjgLnwS34qiKJpubxZyDXtjwEGU3cFOnf1dpNqwGjOemMDuvWXxE9zvBy3JTz20wZUZArJDFeX0Uh7oLdjRzRuQR9HkkvDHXmoGaV/h0P44jZEm2Grv6FsW1bClH9FJqbFNcYcn0cnh4RF7GnOEeSrNrVCHpd2LZHKm3UGQNanGhdH+ZJ50iWm9t3o6OxbvxZkgNmntT6mexRVMlZkpYL9l0rJUqnXQ1veT7OAxH5cf3gSagS68p718fCg8tZu3slZ6+sYe4GG8qoaIpcr2PAPXcx4N47kR0tgBGDTa7qkQkyLhx6Bn+eeQfGKL2KgBjkl4PLuGPBY3yz+xccXqfE4C93VPLaxo+4e8HjrDi8XnLOG8Zexmn9G1eZjpYFEOTKOvd2a1AmZEhC//ZdqwhGvb+6IyeV0SGKouTFJzclYRjWtrLlpjFzJXE4a5RXpavh2LtOkndiGtO6eP2xyNRaaTLU4R2SGUFXQhSDEq+PwpwiEelpCzx9JkPULCxaNrqrYd+xXGKct5WX4yjq1N51XrR+a2UjR3QeQY8La9T/lSq1D5pmiOY1BdP4qFBNwN+lDfRj87PMTdTl2Fm6l99+/JCrFlTRr1CqV2MeMZwxL71AyuyZaHsOQ5kcadtuy16M2IzcjJFpQ3hm3sOMSJWW/Lt8bj7Z8R3Xf3MfV315J7//7kHu+/nv3Lngryw5tIrAMXlW1425hPkDZjd6Lb+1Emdth1gA/ZApyHV1E01bgykqB0r0ubHv7F4VX8dyUhkdnvzd0mZVY05DkLetErzCnIyu/9jwsmPvevx2S5teo62QWOhqHfohU9v8GtFfGABrF20E5zq0TVKlYRxzWpPVR5tKUGuWKFE69q4j0AWTjUVRlLxYZDoThna4N6LVfAkGumxptW37UokBZp7Y9g20dP3HooiLqFtaNy/skuWzQZ9HUn2l6Tm0SR6wMksJa198hnOXVaN3R17ugkJB7+uvZdjf/4o6ORTKFAQB09jTw/sEHBYczcyBStIl8JdZd/LwzD+SZaobBvMH/VjcVgqsxQSOacY4MLEvj82+mzMHnlrnuGOxbVsq8YAZR89p1jibgn7QREnZvXXrr10+NNsYJ5XRYd8eqVhBkGEceUq7XCf6C0PQL6mU6Sp4KwolgjPGYTOQqTSNHNEyVOn9UKX2CS/bti1t1qylo7BuifJIyRSSBK62xDAycl7R7+2SsxZ33k5pKeSY05ot+NQUtH1HS2e025d1uW68oihKKnjk+jgMw47fR6O5CDK5xJsUsFdJckhagiiKbf5ycuxdKzHAmlIyXHPwIFvuuZ+he6yS9dqeWYz65zNknn8ugkz6KjKOmCUNzbbAIBUEgTHpw3n29D9zy/ir6i11jaZfQi8emXkHT8y5n+Gpx5cMEMUgtm2RSZQyIb3NPWAQCtlEP4+8pbl4iuu2sO8unDQN3wSfG+e+qCTBfmOa1MisJWj7jUYRlxKeOdu2LiJuynltPnNuDce69o3HeCTaCkEQMI2ZS0VtC/BQQukmDEPqzwTvDPzWSpwHNoeX9YMnoTDEtcu1tP3HItebwzF7W/ZizFHtzrsCEve5IGvT3JZoQvfGaVQuehsIvWhdh7LR9R/XLtdrCe6CPfiqisPLpnGn19u6vi0wjjqV6uWfhjs112xc0KRGYUfx+L3kVOVxoDKX/ZWHOFCZS43HRr/4XkzJGseEjLplp83Flh2ZQMnUOvSDJze4rxgMcuS7H8h9/0OMQWnoIvWsM+h73e+QqepvjilT6zCMmImttprMnb8bb1l+uONqc5DL5MzpN51pvSawrWQ3lc5qrB47do8Dm9eBUqZgctZYxmWMaJYHy5W7HX9NeXjZOHpuuzXtM42eS01UibJty6I2zbHqSE4ao0NVvEtSstkebrCjCIIM05h5VP32IRBqBNeVHqai34dt+7Lwsjq9H+q0Pg0f0EoMw2ZQueT9cIdS29Zfu5TRYd36q8RF2l4vWQglGxtGnhJ+gIRmLYeO2xK9o/BbK3Huj/Qj0g+aiMKU1G7XMwybSeWS96E2lGDbtrTLfE8AbNuiZesFjKPa77kh1+gxjpwdntV7CvfirSg8btt7URT5bu8ivtq1AE+gbm+fg1WHOVh1mA+2fUW6OpkSg4V5/WeibKbx5Ksqxp2/K7xsGDajQTVWT0UlB176NzXbd0iEvpxaOQPuup3eU47frdk09vSw0QEhb2TS/JubNeZoNAo1k3o0r39SY9i2Rk3cZHIMUaXPbY0yIR1t7xG4Du8AwL57FYmnXdfsvi5dgZMmvKIqjKi5yfVx7f5gM446VaJF0JUSSh371hOMai7VXl6Oo8g0esmMzZW7DV9Ubk1nIgb8Eq+PMjGzXVyk0Rz74op20XY2th3LpAbYuPb1wsh1RvQDIyXrjv2bukzlRtDjwrEnqh9R39Ht5h09yrHfxegKovpw+lz8c/VrfLz923oNjmMp9pTzXvaXPLL4WfItRc0a27Fh4oYmbuUrVrH1znuo2b5Dsj6nh5rEJ+5rksEBoWRjTdaQyPV3LO8yysYBRw2OaON84IR2844eJVrrR/R5sO9c0a7Xay9OCqPDW5KLwhp5yRlGzGrzBNJjkevN6IdEXI/Og1skrrjOJDozXlBqMAxtuAa9rajzMO0iCaXOA5slHUNNY+e1m4v0KKrEDMnD1L5zBcFaL1BnIoqi5MWiiE9D08QW5a1BYoQF/V2mH4t9z5pwqAPAOLp98nyiUaf2luRA2RvJcymsKeaRX59hY1FdeexkXQJTs8Yxv/9siVrnUfIshTz86z/4ad8Sgk1QxxWDAYkBpErpjeqYjtx+u4N9z/+L/c+/SMARSZD2KgQWTzKivuVyxg6YRHOIzo8TvS7sUUZgZ2Lb/pukvL41cvhNRT9wgkScz7qleyaUnhRGhySBlPYNrUQjSShFlIQ0Ogtf1RHceTvDy4Zh05GptY0c0TaoMwagSukVXg4llHZ+dn60l0FQqNrVRRpN9EMq6HHi2Nu6XhFtgbtgj6S6yzjylHY3wAC0fUYiN0ZejLZtS7rEwzTaAJNpDegHtI2I4PGIThoMOCy4crLr7LOuYAuPLH5GoraplCm4YexlvHbuP/jPOU9y99SbuGHcZfzn7P/jqbkPcvbAOWhlkXCIL+jnvewveXL5v6lyWhodkzNnq8Q4N46eI7k3LNt3sPWue6lYITUYixMVfDI/HtnUMVwyvPnaJvrBk5FFyYl3haR8URQlkyaFKUlS/t1eCHIlhqjiB2/Z4W6pUHrCGx2hEq/IF0GTNQRVYmaHXFuTNUTSfda2/bdO77lxbMlqe4dWjiIIguRaAYcFx4GNjRzR/vhtVXVr7FvZL6Gp6IdMQYiKx0Yn6HUWdfIX2qm661gEmVxyLW9ZPt5Ozs73VhZJZL4Nw2a2SwVPfRiGzYAoT6z1mPDbmvzNvLDmDdz+iHcsWZfAE3PuZ/6A2cRrpVL1giDQP7E3V428gBt7XsSYNGn4cEfpXh5Y+H9kFzcsVhf9khXkSgzDQ/pGAY+HQ2++za5HH8dbEVEODQqwboSeL06LR5aaxF2Tb0Ama/7rRlAoJVpKnsK9eCs7V+vHnb9bojdkHD2nw4oEjpUg6MpaPw1xwhsdjn3rjynx6hgvB4S+7NGWqd9Sijt/TyNHtC9iwI89ytuiSu2DOr3+BkbtgWH4TARFJFu9s1+09h3LpTX27VQmWx8ypfqYLpK7OvVhGvQem78wqt3zF6I59m9/7Iu2o7Efk0vRkffGsXkuzgObw3kuBysP858N70n2H5E6mKfnPUzfhF4cD71CxwPTbuWmcVegikoktXkdPL3iFT7f+QPBYypN/HYLzoOR6i7doInItUZsBw6y7d4HKP7hJ8n+FoOcz0+LZ/0IPTq1jodm/BGTpnWdiaM59v+mo5G86AVZuyYXH4syPk0qqrd7NUGvu5Ejuh4nvNERfYMIKi36wR1bNWEcMUuiUGrb3nkvWmfOVgIOS3j5WBdpeyPX6NFHVa24DmV3mgqlKIqS/wtFXAqankM7dAzHdmztzIRSx5610vyFDnzJQuhhqukVmYHbd63qtDyXUP7CsvCyKrVPu1Z31Ud9eS6VzmqeXfU/SefU+QNm8+eZd2BSN91DJwgC8/rP5NnT/0y/+IihIiLy5a4FPLXiFUmfEvuOZRCVV6IfPpv8jz9l+58exlUoTUbd0V/Dx2fEU5qkRK1Q8/DM2+kd33j1zfFQp/VFldI7vGzb0Xl6LgG3Q9Igsz2lFxoi+rspel2S8XQHTmijI+hx4s6LlHjph05rFwGsxlCYEtH2jdTHO/as7bQMbEn+glzZ5hLwTUHyMhODndaJ11O0D1+UZyGUv9CxXwdVWt8mJw22N5L8BY0e3cCOyV+IRvIw9ThbLY7VUlw52dL8hQ42wKBunkvFtiU8s/J/WNwRga2JmaO5bswlLQpbAGQYU/n7nPs4vf8syfrtpXv406KnWFuwmUAwIHluBIV4DrzyIQWffQFRHhGvQc23s80snWjCp5ShlCl4cPqtDExqm1Jw46iIxzhgq8KVu71NzttcHLtWSjqUd6SX4yi6gRMlpbKdOZFtCSe00YEgINOEZgCiIMM4pv30FxpD8jD1ebDvWd3hY/DbqyUCWLrBkzosfyEaTc+hErln+/alnZI0eGz+gmHk7A4fgyAIdZIGnQe3dPg4fFVHJOq0hmEzkCnqF21qT/SDpyCoIknNnZU0KAntyBWdYpwLMnm45X0Q+FBm4bClILy9T1wWt0++DlkrDWWlXMmN4y7nzsk3oFZEkkyrXBZeXPMmf/rpcbLdFQSDYCuE0g0WnIfzJOc40FvH26cbycsIHS8TZNwz9WaGH9P7pDUYhs+USBB01r0RfV253oxuQMdryoRCs5F70p23q8tIEDSFE9rokKm0pF3+F4zjzsA+9hJUqb07ZRz6AROOycDu+JikfeeKTstfiEYQZJJr+6qKJQl7HUHQ68a+O2L4afuMQGlO6dAxHMUwfKZE4bIzEsOOvR87696ok+dyeEeHP0wDjhppB9WBE5Hr2qZNeXM5Orv/NUHPLkPEQxuvMfOnGbehUdQvzNUSpveawNOnPUimKU2yvsBZwSKlnv37ZdiPAFETBLdazoJpJhZMNeBRh14lgiBw+6TrGJ/ZttUccp1J8oJ37N9AIEprqCPwlB6WyI8bhre/9EJDGI75jnbGO6WlnNBGB4AmcwAJp12PP7njEiaPJZSBHRHECWVgN0+YpzXU0V8wJaGNapfc0RhHzoYonUJrByeUOvauQ/RGQlzGkZ3zkgWQaw0SKWnnwS34bdWNHNG2iMFASBCsFlVKzzr6Cx1JHeG0DtZzse1cLslf6CwDDEJtzQ/26sdvCfrIOpmSB6bfSqIuvs2v18OUztNzH+ScQXNRypUofUFmbbJx2aJqzFZpcun+nmrePyueA70ixlCf+Cz+dsp9TO/VPqE5U/S9EfB3eN+iOuJonXhvqNP7oUyOSMLbtv/W5foWNcQJb3R0FaJjktCxGdieIwckDbwMo07t8PyFaBSmpGPyXNZ0aJ5LdAxUptahGzSxw65dH5KKKjGIfUfH3Ruu3O0EbFXhZcPIUzs0ufhY1Bn9Jf01OlLPRRRFSedluTGxQ/QXGqLMXsHHamllwo2ZE+mf2LvdrqlRarhm9EU8lXIBNy+wMnq/Sypjrhb4abqJn6ebcWlCz5A4jYk/TPwdT5/2EIPbcXKn7TcauSFibB1PrbUtEf0+iQKoOnMgqqhmhR1NndCsrTIskd7ViRkdHUSdDOztyzvMMj12tthR+guNIc1zcXeY0qCvukSaXDxseoP9IzoKTa9hKOIi4R3bto7Lc5HM3mRyjMObJlHdXgiCgHG0VM8lulyzvfAFfBzct5It7kp+i9exKEFPyZBxksqzjsQb8PH8mtdxBiOVKjOqnQw+dKBdr+spL2fP089S+PwrKB1SWfUDvbV8fE4KOb1CeTdGtYELhszn5TP/xuw+U1qdX3I8BJkcw4hI0qu35BCe0sPtes2jOA5slLaO6EQvR3gMw2dClD5IVxBOawonTcO3roBx9KnHdNTchq7/2Ha9Zp38hd4jUMZ1Tv5CNPqBE5FpDQRddiD0hTF1gIbKsbOjzgytHEWorfWvXv4JUNtYq2A32nbuAeO3V0sqRHT9x0lkljsLw/CZVC39IFwlYN26GP2g5slnNwVRFFmZt4Hv9i6i0FocMvTSI59/aVU2aQv+yuw+U5jdewoJurg2H0NDvLf1C3KrI4mjvVxe5lfacVfubFITuOYS9Hop+vZ7Cr/4iqBXamzI1ZB++mSm3fgA1x3dXwwiIHS4V8wY1SwRQs8N9bwb2v260ZpCglLdrO6/7UUokXU8ztrvsGPfegIuG3Jt5+QgNZWYp6MDMQybIW0C1wFJg3XyFzqhxKs+OiPPRQwGJOJoyqQeqLtIe2jjyFOkei4dkMtgy14iyV9oz+66zUGuNdSj51LRyBHNx+lz8e917/DK+ncpqDnSoGepxF7Opzu+57YfH+G5Va9S4aiqd7+2ZOXhDfyaE8lXMCq1XFli5eicNjoE1FpEUaRy/Ua23nE3+R99Usfg0KdD8nBIP+8KyXqZIOuUMJwqqQfqzIHhZfuOZe2u5+K3VuA6lB1e1g+Z0mW6u0o8LgE/9l2rOm8wTSRmdHQgcp1JqjS4f2ObP0yPpY7+QifnL0TT0UqDzgObJX9v46jOzV+Ipl49F7ejkSNahxgMSBr/KeLTJNfvbCQNtMRgm6rX5lTl8eCip1mV37AM/7F3hSiKbCzaxgML/491Be1X1pxnKeT1TR9FjUPgrqk3k5ISSe61bW+bF60j9zC7H3+CvU/9A3dJqWSb0igjaRiYskDbe0ibe1ZaQ7QUeNDtaPeE0pBQXMQo7QqhlaPo+o1Bro8LL3eVRpqNETM6OhjTuKgmcGKwXVve+6qKcedH8hcMw2Z0ev5CNOq0PhJxLNu239o1adC6aUH434Jc2SVyW6KJVigV/d52nbU4D24hEGWAhbrrdp3HgSZrCMqoHknWbUtanQMliiI/7lvMX5Y8R6k90vFZLsiY6ZZxeUkNd+RX8WRpgP+c9QSXjziXVH2S5BwOn4sX1rzB6xs/wuM/fiv55lDmqOSp5a9IWtRfMvwsRqYNkbQ1D7rtOPa0vEGgp7yC/f/6N9n33I8lW9qhVhkXR9bF80gcHERZWzTTka0jmoJ+6DSJBIF18y/tlgMlisG6nZezOla5uDEEmVyiMeQtzcVdtL/zBtQEus5T5iRB02u4pNTJmr2YYBs/vI5Ss/kXyXJXstCPcqw4Vmsepo3hLS+QZHfrh81ArjO1y7Vaim7AOGRRY2pPWfRoYzdkgHWteyOUUBoxwgLHuLhbwhe7fuT97K8IRBkvyfpE/jzsIs4sLGG03UOm10/i6DkkGZK4cOgZvHTW3/jrKffQP6G35FyLD63ioV+fJs9SSFtgddt4cvnLVLtrwutGpQ3lwqFnAGAYOk3i0rduWdTsa/hsNnyLl5J9+12U/7ZMorkhyOVknHcOY//3bxRCEUcdgIJa1+GtI46HTKmWhIm9pbl4Cve1y7Vch3fgt0S8QMZRHds6oikcmwtXs+HHThpJ04gZHR2MIAiYx58RXg46rTh2t71CacDtkAhNqdL6dar+QkMYR8xCiJKmt6z/vl1mLTVRXg4A84QzGtiz8xDkyrAKJYCnOAdPSW6bX8dXXYLrUFR33aHTOk0AqzGMI2dLu61ubXkO1PLcdXy5S3oPTMkax7PzHiHlYFSpoSDDFGUIywQZw1IG8vc593P+kNMRogIvRdYSHln8LEtyVrXqnnX73Dy94j8U28rC63rH9eCeqTeFK0JkKg2G6HujaF+TKzd8NTUcfu8Dtt7yBwJr1iH6fJLtCRMnMPqlF+hzw3WIboukusswbHqHt45oCiGPceT/ombzz+1ynZr1P0QWBFmol1YXQ5mQga5/lHDanrWd1tOqKcSMjk7AMHymZNZSs/HnNn/R2rIXI0Z1H4ybdE6Xs9AhlGcSPaP1lhzCXdBwi+2WEHA7Qh1la9FkDUHdBQ0wqOvKrtnwQwN7tpxjZ8mSkF8XQq4zSapWnAc2tUg4bVfZfl7d9KFk3Q1jL+PuKTei8Qck3jVdvzEozMl1zqGQybly5Pk8OvtOSet4X8DHa5s+4pX17+L2Nb/bpz/g55+rXyenOiItnqpP4pGZt6NTaiX7msYe09b8ON4Or8VC7jvvsenm2yj6+luCbmkeiGHgAIY/9QRD/vwQuqxQzsaxht2xTQm7Csq4VKlC6Z61bS6q5y3Lx5UTZZwPmdLhzd2aimniWZEFMYi1nYywtiBmdHQCMpVGElbwluTgOdJ29fdiwE/Nhki7abkxUVIN0NUwTzhTUrlRs75t3YO2bUsRoxLvTOO7npfjKKqkHhK1WPvOlfhqyho5onkE/V5JjFqV2gd1xoA2O39bYzo2obSZIaciawn/XPWqJKRy8bCzmD9gNoIgYN+5HDGqa6txzGn1nSbM8NTBPHf6XxiXIVX0XZm3gYd/fYaCmiMNHFmXKpeF51a/xvbSSN8bs8bEn2ffSZy2bumyKrknmqwh4WXbzuX1iuo5cg9z4OX/sOnGWzjy7fcEPVJjQ5ORzqA/3c/IZ5/GPCySnxBw2SUGqSqld5f0jh7FNG5+ZCEYwJbddlU9AJb1UoM/btK5bXr+tkTbe6Q0bL/l107r0nw8YjodnYRp/Bm1hkHIw2HduABNVClYa3DsXUvAFnGvmSec2Wk9ApqCMi4V/aCJ4RbNzv0b8VUVo0xIb/W5xWAA66aI1S83JrSL5kNbYp56QST/RAxSs+4Hkk6/sU3O7dizRiJyZBp3erM8YH67HVdxCe6SUjylpfhqavBZrfisNvxWK36nE9HvJ+jz1f72I8hlyBQKBIUSmVKBoFSiMBhQGAwojQbkegOqODOqxARUiYmoEhJQJyUi12jQ9B6OIi41HFe3blqAeeLZTXL5W902nl7xCg5f5MU8o9dELhkWmhWKwQDWLZHcFrkxoUm6OSa1gT9Nv40f9y3ho+3fEKztaVRkK+GhX//Baf1mcPagOSTpEuo9PigGWZyzko+2f4sryjuiVWh4ZObtpBnqelrC1x57erg5n+h1Y9+1EtPYeYiBANWbt3Dk+x+p2bGz3mM1mZkEJo5n1JVXoFAp62y3bvpZUl5v7qLe0aNo+45CmZCOr6oYCL1o46Ze2CbPOr+tWqJAquk1rMuU19eHIAiYJ55FxU//A0LJxvbty7qkF7PrvolOcJTxaej6jw2rLdr3rCVh7rUoDK3rqSCKIpZ1EQtdUGmOO3vrCpgnnRM2OkCkZuNPJJ1+U6vP68zZKkkEM409vUsbYBCatajS+uEtCTWXsmUvJn76xW0i3GXdHJnJCmpdgx1UxUAAZ0Eh9pwcHDmHsOccwlVYhN9ub9F1W1J3ojSb0aSlIlMaCFSVIteAwl5D9bqfSJx5UaPH+gN+nlv1KmWOiPE9JHkAt064Ovwidexeg68y4pkwjpqDEKXw2BiCIHDO4LkMTOrDv9a8RaUr5Nr3BXws2L+UhQeWMb3XRM4bPI80QzJuvwe330OFs5qPtn3NvspD0s8qU/DA9FvpE9+4tLZ+8GRkv5oIOkMt7iuX/0jVzjLKf1uOt6p+DRFtVg+yLr2E+MmT2LZjO4K8roM76HVRszHiYVSYUyTN97oigiDDNG4+lb++A4QEFx37N2AYMrXV57ZuWgDBSCVd3KTzWn3O9sYwbAZVv30UvjdqNv6EcexpXaoqDWJGR6diGn9GROI56Me29VfiZ1zaqnO6C3aHX1YQepDKNfpGjugaqDMHoc4YEA4z2bb9RvzMy5FHlca1hOgyWeQKSY1/V0UQBOKmXkDZ1/8EQuWzNZsWkDDriuMc2TjuogN4iiJZ/sYRs8MeAzEQwH4wB8v2HdRs34Ft7746QlEdja+mBl9NTZ31lbs/RvXuL+iystBmZaHvlYWuZ0+0WVkodKE8iA+3fyN5sacbU3hg2i0oazv6isEA1Ss/C28XlGpJgndTGZTUj2dPf4RX1r/H1uKIhyEgBll+eB3LD69r5OgQfeN7cuuEq+l9HIMDQqJ62v5TKFu8EFcF+OxFwDf17mseOYKMc88mftxYBJmMQKBh08+65dewOjBA3JTzu7xxDmAYeQpVyz4Oh0+tm35utdER9LokHjBlUg+0/ce06pwdgUypxjRmHpbVXwLgqywKqV7361pj7/p31QlMyD2Yga8qNNuybllE3NQLJK3Om0vNOmm2tTk6wagLIwgC5knnUPbNC0CoH4stezFxU85v8Tm9FYW4DkV0CAzDpncJme+moB80Ueo63vQLcZPPR6bWHufI+hFFkaql70vW6QZNp2zpb1Su20DNjp0EnM5mn1dhMKAwGVGaTChNJhQGPYJSGQqnKJUIcjmIoiTcEvR68Nsd+G12/HZb7e/meVC8lVV4K6vq6EyoU1LwpJipFosYaFZQEa/Am2jk4Zm3Y1BHjG/7juXhvy2EQpAtvTeMagMPzriNdQVb+W7PQnItBcc/CFAr1Fwx4lzm95+NTNb4bNRdWkbluvVUrVuPdc/eaK0qCYJSSfKsGWScczb63r2aNI6g30vNuu/Cy3JDPIZRXUvDpiHkGj2G4TPDKq3u/N14inNQp7e88Zxt21KJMJ950rldzlvQEKZxp2NZ+23YS1Oz4ceY0REjgiDIMI2fH9WPpRrr5oWYJ57dovN5K4/gPLApvKwfNAllXGqbjLUj0A+ejMKUFFYNrdn4E+aJZ7d4xmVZ/ZVk2Tz+zFaPsaMQZHLMk8+nYkEkRmvN/rXFyWzO/Rtx5+8m6AN3NXg9ZkrufRSxkdnvUWRqNfo+vdH36Y0mPR1NWhra9FTUqanI1RGxOV/AhyDIUDQxRBFN0OvFW1WFp9aY8FRU4C4pxV1SgrukBE95BQSDxz2Pp6wMysqQ6O4qaihe8TQ1PXui79UTbWY6lhWfgAiCEAozmSe3zn0uE2RM7TmOKVlj2V66h2/3LGRXWcMiTWMzRnDT2MtJ0tef9+G1WKjZsYuaHTuo2bET95Hievc7iiY1kfRzziV51kyUpubpz9i3LSXgsISXzZPPRaZQNescnYlp3HyJNHzlr++Qfs0TLcpHEYMBSSK7XB/X6U0Qm4PCmIBh6NRwPorrUDbe8oJO7Yh7LDGjo5MxjjyF6hWfE3SHZnpVyz9FP2QqCmP9D6PGsG74kegpkHly1822rg9BJsc04UyqloRm5AFbFfZdq0J6Dc3ElbdT2oq6x6BWzX46A+OIWVSv+JSAPZQvULPuB8zjzkBQNM8TFvR6KfrsDWyHwG2h9hapG7Y4iiY9DfPIkZgGD8LQvy/azMyQxyKKveUHWZr9GeXOSixuKxa3FYfXiVwmZ3zGSM4aeCqDkvo1+cEvU6nQpKWhSUur/zP4/VQs+pSKpd/gd4HfBaIyEW+V7fhhIH8A5+E8nIfzkDQdEEChAW1WAoVf/YAmPS08BlVCfIteWoIgMCptKKPShpJTlcfO0n0IAmgUajQKDRqFmjRDMlnmjPD5fVYbjkOHsB/KDf3OycV95PhVMDIFaBJAlwya1CBp809rtuKwGPBjWRvxcsi0RkxjukYPnqaiTu2NbtCkcOMzd8EeHLtXNZiv1BiOvevwR1WLmSac2ezvW2djnni25NlXveIzUi+6vxNHJCVmdHQyMrWOhNlXUPHLGwCIXhdVS94n5fy7m3Uez5GDkl4a6sxBbVYN05EYR8+leuXnYY2RyiXv1fYXaLrrWwz4wn/PoyTOubZNx9kRCAol5knnRIwwexW2nSua3I3XU15ByS8LKVn4C35bw6ETuV5H/LixxI0aRdyoEaiTG66ecPs9fLz9W345sKze7YFggPWFW1lfuJU+8VmcOeBUpvYcF86laCkyhYKk0y7Btf+38KxcrvfT47a38VbV4MwvYNnq76g5fIgki594awDZ8aRvxJDxYttfiG2/VFlUplKhSkpEnZgYqaqJi0NhNKAwGlEajcj1euRqVW04SYmstiIk6A8gBvxkCSYyE0fjt9vxW22hCh9bFZ7KnewrKQ1XADUntKRKTCRxyiQSp0wmUL0by4pPgVov6cafiJt6YZPPBWDftUrykm1qZVBXI3HudbhytoY7E1cufh/dgPHIVE0PR4p+H9WrvggvC0p1l2mC2BzU6f3Q9ByKOz+kd+TYuxbH3vXoB3eNqr0WGx2HDx/mrbfeYs2aNZSWlqJSqRgwYADnnnsul112GQpFzJ5pKsYxp2HNXhpOALXvWolxzFy0vYY36fig30vZD/8GMeJ+jpt6QbuMtb2Ra/SYJ56NZVUoGSrotFKx8E1SL7yvyeeoWf8jvorIS8Q4ei6aHoPafKwdgWnMaVhWfxWOMVev/Bz9wImNKojaDhzkyPc/ULFqTYMhCYXJROKkiSROnYx5xHBkyuMbBXvLD/LfDe9TEtW3pDFyqwv4z4b3+HTn99wx6XqGprROD0SmVBM39YJItYKjJpT3M+kcVjsP8llmJWSGjNN4pZHHh16DvKQKZ14+zvwCnHl5oTBNEwh6vbiPFB83rNHeyFQqjIMHYR4xnLgxozH0j3iPgt5+2LYsDHvCLGu+wTj6tCary4oBP5Y1X4eXBbWuS2vYNIYyLgXz5POw1BoNAXsVltVfk3DKVU0+R9Wyj/CVR/JxjKPmdPk28Q2ROPd6it55MPxOqPjldTS9hrU6Mb8taJFlsHz5cu666y5cLhcqlYo+ffpQU1NDdnY22dnZLF68mNdeew2VqvvEBTsTQSYnaf7NHHn3YY6GRyp+eYMeNz3fpHyG6mWfSF6y+iFTJd1suxvx0y7GsW99+AHg2LMG++7JGIZOO+6xvpoyyWxFpjWScMrV7TbW9kam1mEaNz+cnxKwVlD2/cukXfawJLlNFEWqNmzkyLffY929p/6TCWAa1Jsel11N3KiRdUImDeEP+Pl4+7f8tH8p4jEZjIOS+pGoiydOYyJOY+JAZS6birZL9qt0VvO3ZS9y6bCzuWDI/OMmTTaGccxpWNZ8E/Z21Kz9lpyUVN7c/EnkYwoCd06/ifSUgTA4cmzQ6ybv5T/gqazB74KAX4UyZRiu4hI8pWVNym9pb1SJiRj69UXfry/m4cMwDhrYoEEoU2mIn3EpFT+/BkDQ48Sy5msS5zbNq1e5+F18lUXhZfO4+d2i0q0h4qZegG37b+FGhpb132McdWqT9H5cudslkucynYn46Re321jbG3V6X8yTz6Vm7bdAqK9V1ZL3SD77j507MFpgdFRVVXHvvfficrm44IIL+Mtf/oLBELKe1q5dy3333ceaNWt44YUXeOihh9p8wCcqmswBGEfPCfdL8VUUUrPxJ+KOk+Dmyt8t+bLI9XEkzf99u461vREUSlLOuYOidx6KWOoL30Tba/hxwyyVi96WqI8mnHpNl+wr0hziplyAY+/asKaEK2cLljXfEj/tQsRgkKr1Gyn47HMcuYfrPV6hDcX9DX2T6X3HP5oVow6KQV7Z8B5r8jdJ1idq47l14tWMSqvbcbPMXsEvB5axJHd1WPxKFEU+2/kDu8v3c8ek6+tV3GwKMqUa85TzqVr8LgD5fjuvrX+HYFT6xRUjzmNYijS0KAYDVPz8GqKnBpUBVAZImHtFODFXDARCyavFJSEjpKwslNBaWYm3ohJPZWWdniUtRVAo0KSmoEkLJeNq0lLR9eyJoW8flObm/V2Mo+dQs/6HSAXcpp8xjZ9/3ARya/YSiWierNbD2J2RKdUkzr2Wsq+fD60I+Klc/C5plz7c6HEBly3kKY4i+ew/dptKt4aIn3Epzn0bwveGbdtS9MOmo+szqlPH1Wyj48svv8RutzNw4ECefPJJ5FGzpSlTpvDXv/6VO++8k08//ZR77rkHtbp5iU0nMwmnXIVj37pwvXz1is8xDJ3eoN5/0Oui/IdXiE4eTTrrtm7/koVQXDJu2oXSMMsvr5Ny4f0NJvg59m/EuX9j5Bw9BmHsJqV/jSFTa0m98AGK3nkwHLOuWvYxrko/pUvW4TycV+9x2jQ9WrMDlSlUpZE8/9pmJ8V9uO2bOgbH7D5TuHb0xehVunqPSTEk8bsxF3PJ8LN5d+sX/Ja7JrxtR+k+Hlj4JHdMvp6RaUPqPf54mMbOw7r5F8psZbybbsYbdTuc2nca5w2WxuFFUaTi59clyXVyQzymsRG1RkEuR5OaiiY1lbjRdR/KoigScLlDJb61ORp+hzNUCuzzhkqBfaH/G5lCgSBXICjkCApFrfKqMVRabDQi1+kQWuHtiUaQyYk/5UrKvqrVdAn4KP7wcdKvfKzBGb6naD8Vv7wefRZSzrur279kAfSDp6DpNSzctM55YBOOA5vQDxhf7/6iKFKx4DUCtoiwmmns6Q3u352QKdUknXUbxR88Gl5X8dOr9Pj9C83KdWlrmm10bNiwAYB58+ZJDI6jzJo1C5lMhsvlIicnh6FD686EYtSPXGciYfZVYXep6HNT/MnfSTnnjnoleCsXv39M2+VTT4gvy1Hip1+Mc/9GvGWhl6pj77pQvks9JWyO/RvD5aUACDKS5v++29TXHw9VSk+Szvg95T+8gscKtnwR34bP6uwnKJUkTZ2IIrAfvJHcC3WPQegHT27WNRfsX8qP+yINwBQyBfdMvYkJmU2bKWmVGm6beA3DUgbyxuZP8PhDHqgaj40nl/+b84bM47Lh5yBvZomtTKnGdNG9PPvrs9gUkf/fYXITN429XGKUiqJI5a/vSDouI1eQfO4dzar0EAQBhU4bEh9LSWnWeNsb/aDJqDMHhYXf/DVlHHn/L6Rd8Sjq1N6SfQW3jfKv/wuBiNpmwilXSbqUdmcEQSBp3o0Uvnl/2Eta+tVzJM75HabxZ9aZsNh3LMexN9LwT5mYQUITw1PdAW3PoZjGzce6+RcgdG9ULfuEpHk3dNqYmv1EvuOOO/jHP/7BvHn1Z/W6XC6CtclrjSngxagf4+g5qNMjBoavopCidx8Oqe75fYjBAPY9azny/l+wbY1IWitMSSSedn1nDLndEORKks+5HaJeSuXfvUTJ50/jLtgLhJIJS795gdIv/kHAESkDNU88q84Dt7sjj+uHtTiRqr3gO6YYRVAqST/7TIY9dicqcZvE4JCpdbUGWNNLQNcVbOG9rV9Gzo/AHZOva7LBEc3M3pN4Zt7D9IrrEV4nIvLtnoU8vvQFKhz1y3c3RJmjkme3f0mZMvL4ynT7uHR/DrY130gauFUv+xjrxkjzQwQZqRfc1+ku5rZEEARSL7wPZVLk7xtwWCj+4NHw9yTodeMpzsGw9SuJJod+6DTMrRDg64qoUnpJm8EF/FQuepvSz58m4LQiiiKeIwep+OWN8AQPAJmclPPubnbZcVcn4ZSrUZiSwsvWTT8TcDVPjK8tabanY9SoUYwa1fAXdsmSUBdIpVJJ7969WzywkxVBJif53Dso/vCvkYeDGMSy+isc+9Yjet1h8axoks+5HZm6fnd3d0ad1pf4aRdLJKudBzbhPLAJdeZAfFVHJPLNEHroxM+4rKOH2m54LTXkf/QxpYuX1q1GEUCXAoYMPyrZXip/WghRHVUVcamkXfYIqqgX0vHYXXaAf697R5IM+rvRFzElq+Wz4QxjKk/O/RPvZ3/JooORMMe+ykM8sOhJbp1wNRMzRzdqGImiyLLctby79Qtc/kijtHhfgOuKa1CLItUrPqV6xacgkyNTqgl6oq2zUBhBP2hi3ZN3cxSmRDKueYKST5/EU3wQCCWWFn/8N+SGOPyWckCUPPBVqX1IPvuPXbqpW0tJOPVq/NYKnPs3hNc5D26m8I17kWmN+Mrz6x4z6/Jup+XTFGRqLUln3krJp/8XWiEIkmdER9Omda02m42XX34ZgFNPPRWjsfm5BcFgsM09JEfP1108L/L4dNJv/CdVv76Nc08kHh5doRJN3OwrUWUN7Tafr7kYJ5+Hp7II5+5VkvWeomMUHwUB04SzMc+4FFGh6lJ/j5bcg2IgQOnCXyn45DMCDked7dokMPYAuQpAxFsibSKm7jGY5AvvR64zNfm6ZY4Knlv1Kr6oZldnDjiV+f1nt/rvKUfG9aMvZWjSAF7f/DHO2u6vDq+T51e/Tk9zJvP6zWBazwloFNLZpsVt5c3Nn7C5eIdkvUGl4+5eU1HnfSy9WDBwjMEBiWfeinbwlC51X7Qpaj0plz9K+dfP4c4L9YER/V78lrI6u8q0RpIvvB9Rpjgx/x4yBUkX3Id966KQzk2t9ytgrw6XGEej6TsGw4RzTsy/BaDuPZKkc+/CuW8d+qHTQWNo088abIJa8FEEURSPJ6HTJLxeL7fddhurVq1Cq9Xy9ddf07dv3yYfv2vXLi688EKefPJJ+vTp0xZDOiFQluxBt+sXZFHtuQFEmQJv5gjcvSYQNCQ1cPSJhdxyBE3uWpSl+zh2buY3puAcfhYB8/HL47oDwbx8fL8sQiyt54XRvx/qSSPQV2xGYSlEqOcr7MkYgXP4GSHZyibiFwN8VPgDJZ6IJ22woS/npp7S5rPhGp+N70t+44in7udTy1QMMfRFJsiw+R1Y/XaqvVa8orR6pIcmlbNSZxGnNKE5uBLtwZUNXs85ZB6eXidOvlOjBPzot32LqgEZ9oAuHsfIcwnEZXbwwDoHma0Mw7Zvkdvreoh98Vl4M0fhzRgObZTcezKSm5vLn//8Z77++muGDRvW6L5t4unwer3ceeedrFoVmon+7W9/a5bBEc2gQYPaPPk0EAiwY8cORowYUW/ya9dmNIEZZ1K1+B2ce9YiNyVgHHs6hlFzu4TQS8cyGmafia/yCNYNP2DfuQJBJsM85QJMk87t0l0xm3oP+mqs5L33PhXLVtTZpu2ZRe/rr8U8amTtmisJelx4Cvfizt+FO28XAWcNpvFnYpxwVrMNhbe3fiYxOAYk9OGRWXe0Wk20IaYFp/LFrh/5Yd9iSSjHE/SSbd3b4HEKmYJLh53NWQNPRXY0UXj0aNz5c/BVFBD0eRC9bkSfBzHgR9Nn5AmTKNlUxDFjqFn1Ba7DO1CYklAmZSFPyCC3ysnQSTNRKE8uDaXg5FlU//YB9uwlyA3x6IfPxDBiNsr4+mX3YzSP5mhytfopbbVa+eMf/xiuannooYc477yWN0+SyWTtZhjI5fJuaHSA3JRA2oX3EfS6EZTqEzIG2xzkKVlozv4DyWfcjCiK3ao5VUP3oCiKlP+2nNy338Vvs0mP0enoeeXlpJ85v46gl1xnQDlwPIaBrZvFr87fyK85EU+BUW3gnmk3oWlHSWy5XM7Voy/k9AGz+DVnJUtyVmHz1g0jRdPLnMntk6+TJKUeRd9nBPQZ0V7D7V7I5SQeo8YZCAQIZmejUKq65XOwNcjlOlLOuIXkeTd26clJd6U5gn+t+usXFxdz0003cfDgQQRB4C9/+QtXX9191R+7Ot2xJ0J7IsiVdcIsXR2L28qOsr04vE58QT++gA+xvIqUHzehPFhUZ/+UOafS63dXoYqLa7cxFVlLeHXjR+FlAYE7J19Pkq75TQdbQrI+kStHns/Fw85iTf4mFh1cwaHqfPQqHYnaOBJ18SRq4+mb0IsZvSa0m+clxolPzODofFr8P3Dw4EFuuOEGSktLUSqVPP3005xzzjltObYYMU4Y/MEA66u386+f38cTCIlICUGR0ftcTN1uR3FMTpeuZxb9/nArpiGD6zlb2+H2e3hh9ethDQ2Ai4adUa/SaHujkiuZ3WcKs/tMQRTFk96jFyPGiUiLjI78/Hyuu+46ysvL0el0vPLKK0ybdvy+GDFinIzsLT/IG5s+psAaaR4WX+PntHVW0iv9kn39Mtg4woBu/ijSeiRgasdxBcUgr274QDKuEamDuXjoWe141aYRMzhixDgxabbR4Xa7ufXWWykvL8doNPLWW281qtsRI8bJisvnriMDLgRFxu51Mnm7A8UxVWYFqUqWTjBiMSmgYAOri7Zw/dhLmdN3eru8hD/f+QNrCjaHl+O1Zu6cfH2rGrLFiBEjRmM02+h4/fXXycnJQRAEnn/++ZjBESNGPXj8Xp5a8Qr7KnLC6+Ksfs5YZyelwivZV67VwgVz2BZXgsUSES3yBf28vuljdpcf5PfjrkCjbLucnmW5a/l69y/hZYVMwb1Tb8asaU/fSowYMU52mmV0eL1ePvzwQwA0Gg2vvvoqr776aoP7P/roo7HeKzFOOvzBAC+ueSNicIgiI/e7mLnNidwvdW/EjR1D/z/cijo5iUmiyI7SvXy1ewF7yg+G91mVt4Hc6nzunXozWeaMVo9vV9l+Xtv0kWTdHyZew6CkE0+NMUaMGF2LZhkd+/fvp6Ym1N/C5XKxZcuWRve3HVP6FyPGic7RPIktxSFFSIMjwPwNDjKL3ZL95DodfW68npQ5EeEtQRAYmTaEEamD+Wn/Ej7a9g2B2qZVRdYSHvn1GW4Yexmz+0xpcbjliLWEf65+jUCUDPKlw89meq8TTxo8RowYXY9mGR3Dhw9n37597TWWGDG6NaIo8kH216zIWw+iyKDDHk7ZZEPtkyqGmkeNZMAdf0SdXL+SrCAInD1oLgMS+/CvNW9R6QrJNnsCXv638QOyS3bz+/FXNthaviHyLIU8t+pVHN6IPPjMXpO4aOiZzfykMWLEiNEyYkXLMWK0Ed/uWchP+5eg9gY5ZYONQfke6Q4KBb2v/x0ZZ56B0IRkzUFJ/Xjm9Ed4Zd07ZJfsDq9fW7CZA5W53DH5OoYkDzjueURRZMmhVbyz9Qt8UR1YhyT355YJV8UqRWLEiNFhxNLUY8RoAzYUZvPJju/IKvFy1YKqOgaHYeAAVLfcSNoZ85tkcBzFpDbw0Mw/cuXI85ELkeMqnFU8/tuLfLjtm0Zbwzt9Ll5a9zavb/pYYnCkG1O4f9otMaGtGDFidCgxT0eMGK2kxF7Oa2vfY8YWG2P3ShvzIZPR8/JLSb/gPLbt2FH/CY6DTJBx/pDTGZ4yiJfXvU2JvRwIeTC+37uIH/b+yrCUgczqPZmxGcOpdFrIrymioOYI6wq3Ulq7/1HGZYzgjxOvxaDWt2g8MWLEiNFSYkZHjBitwOv38sb3L3HuwiKSLFJZUU1GBgPvvQvjgP5t0ka6f2Jvnp33CG9v/ZxluWvD60VEdpbtY2dZ4/lWckHGVaMu4KyBc2IhlRgxYnQKMaMjRowWIgaDfP/a08xcvKeO0Ffa/Hn0vv5a5Jq27ZejUWr4w8TfMSZ9GJ9u/55ie93W8PWRrEvg7qk3MSCxT5uOJ0aMGDGaQ8zoiNEtEEWRGrcVAKVcGfqRKTptxu6tqmb9M/9H+t7DkvVys4mBd95Owvj2baU+JWsck3uMZX/lIZbnrmNNwWacPmloRy6Tk2lMY3jqIC4eemYsnBIjRoxOJ2Z0xOjSiKLI5iPb+WT7d5IeIUdJNSRz1sBTmdt3OooO6iBZuXY9+1/5DzK7tA27YsQgxtz/p3btCBuNIAgMSurHoKR+XDfmErYU76TEXk6yPoEsUwYZxtQO+5vEiBEjRlOIPZFidFlyqvL4IPsrdpcfaHCfUns5b2/5jB/2LeaSYWcxs9ekdusdEnC5OPTmO5QtXiJZ75OD6+ypzL/+3k7zvKgUKiZnje2Ua8eIESNGU4kZHTG6HFa3jXezv2RV3oYmH1PuqOS/G97nu72LuGbUhYzNGNGmY7Lt28/+F17CXVIiWV8WryDvvHHcef49seTMGDFixDgOMaMjRpfC6rbx199eoMgqfbnLZXLm9ZtJ77ge+II+vAE/Vo+NxTmrsHsjYY4iawn/WPlfzh44hytHXYBCJm/VeIJ+PwWffUHhl19DMJItKgKbhuo4PKUX/3f6H5EJMcmbGDFixDgeMaMjRpfB4XXyf8tfrmNwTM4ay5UjzyfNkFznmPMHn86P+5fw477FuP0RQa4f9y/hYNVh7p56EwnauBaNx1lQyP4XX8aRkyNZb9XJWDjVhCXTzJOzb48laMaIESNGE4kZHTG6BC6fm6dWvMJhS2F4XbI+kTsnX99o91OdSsulw89mfv9ZfLl7Ab8cWBbetrcihwcXPsVdU25keOqgJo9FDAYp/uln8t7/kKBX2oZ+b281v4034lcreHjqTWSa0pr+IWPEiBHjJCdmdMTodLx+L8+u+h8HKnPD6+K1Zh6bfRep9Xg36sOkMXLD2MsYlTaUV9a9g6O2fLTGY+OJ5S9x0dAzuHDomccNt7hLyzj4yn+p2S5VD3WrZCydYOBAr5DuxvWjL2ZU2tDmfMwYMWLEOOmJBaJjdCr+YIDn17zBrrL94XUmtYHHZt/dZIMjmnEZI3hm3iP0ic8KrxNFkS93LeDRxc/VCd1E71OycBFb77ynjsGRl67iwzPjwwbH3H4zmD9gdrPHFiNGjBgnOzGjI0an8tG2b9havDO8rFdq+cusu1oVtkgxJPHEnAeY03e6ZH1OdR5/WvQUvxxYRlCMJIV6yivY/fgT5Pz3NYJud3h9QCHjt/EGvp1txqELeUhGpg7hhrGXxSpVYsSIEaMFxMIrMTqNdQVb+Gl/RPNCo1DzyKw76B3fo9XnVsmV3DLhKkakDuKNzZ/g8DoB8AV8vL3lM1YcXs+0HuMYeMBK5SffEHA6JcdXpun5cbwaiynyFZnbbwY3jLm01RUxMWLEiHGyEjM6uhgeX4DcIzXkFFgorXZhc3ixOb1YHV7sLi8KuQyNSoFWo0CrUmDQKemZaqRXmome6UbijW3b66O9OGIr5X8bPpCsu2vKjW3eG2Rqz/EMTurP/za+z7aSPeH1FYcPYv98K2VlPsn+fjmsGWkge5AWURbyZshlcm4cexlz+81o07HFaDk+f5C8EiullU5KqxyUVDkprXLidPkQxVATPFEM7Ws2qEmO15ISryMlXktaop4+GWaUipijN8aJj9XhJfdIDYeLrdgcXqaMSKdfj7hOG0/M6OhknG4fG3eXkr2/nIOFFvJLbQSDYovPZzaoGJAVz/ghqUwYkkpKgq4NR9s2uP0enl/9Oi5/JJRxwZD5jGtjQa+jJOjieGTmHSw8uJyPt37F8J01TNrhqNOkrThRwa+TTVSbI1+LOI2J+6b9vtEKmhjtj88f5GCBhe055ew8WMnuw1V4fS3v3KtSyhncK55hfRMZ1jeRwb0TUCtjHqwY3Z/KGhcbdpeyeU8pBwstVNa4Jdu/X5nDu4+djk6j7JTxxYyOTqDG7mHdzhLW7Swme385/kDw+Ac1+dxeNu0pZdOeUl4FeqYZmTAklVPGZdEr3dRm12kpoijy5qZPKKg5El43PGUQlw0/p12vKwgCU/1pJK4U8OZLe6b45LD2WO+GIGNM+nBuGncFCbq4dh1bjPoJBkV251aydFMBq7cfwen2t9m5vb4A2w9WsP1gBQBatZwpIzI4ZVwPRvRPRi6L5ezE6D4UlNpYlV3E+t0l5BTWNLqv2xvA6fbHjI4THVEU2ZdfzQ8rDrF6+xECTfBmaNVyTHo1Jr0Ko16FUavCHwzi8vhxe/y4PH4qLG5sTm+9xwsqJ8Xq3fxQYuWH7xWYNUYGpKUxrGc6/RN7MyS5f4cnRC7OWcWKvPXh5Xitmbum3NBu/VIAfDU1HH7vQ8qWLK2zzdU3jWWTzBSrvQyP78HgpP4MSe5P/8Q+aBTqdhtTjIYpqXSweGM+v20upKzKefwDAKNORWqijjiDGpkgIAggCCER2Sqbm/JqJzX2+r8nAC5PgKWbCli6qYAEk5qZY3pwxtTeZCQZ2upjxYjRpvgDQdbvLOGn1bnsyKlo0jFxRjWXnDqApDhtO4+uYWJGRzvj8wdZva2I71ce4kCBpcH9NCo5Q3on0D8rjn494ujfI46UeO1xjQJRFLHYPeQX28grsXKw0MLm3Fxc5r3Ik44gCBHjxk4FWy25bK0dxsCE/tww7hL6JvRsg096fPaWH+TtrZ+Fl+WCjHum3IxZ0z4eGDEQoPTXJeR98BF+u12yTWEw0PuGa0k59RTmxipRugR5JVa+XHqAFVuLGg0xZiTpGdE/ieH9kuidbiIlXtukWZvb66e82sWhohp2Hapk56EKCkrtdfarsnr4dnkO36/IYdqoTC46pX+nxsBjxIimxu5hwepcflmXR5XV3eB+ZoOKUQOS6Zdppne6mT4ZJuJNnZ/zFzM62olAUGTZ5gI+WriX8mpXvfsYdUomDUtnyoh0Rg1MblFMWRAE4o0a4o0asnooyVOtwC/fiILje1L2Vx3koV+fZlrWRK4Zc0GL5cKbQoWziudXv04gGInDXzXqQgYnt0+uhGXbdnLffhfn4bw621JOPYVe116DKs7cLteO0TwOFFTzxZIDrN1RXO92mQCjB6Ywa2wmowYkk2hu2SxNo1KQlWokK9XIrLGhCimLzUP2/jKWby1iy74yibETFGFldhErs4sYOyiFS+YMYHi/pBZdO0aM1uJ0+/hueQ7fLM/B5ak/1JiVamTSsDQmDk1jYK/4LhkmjBkdbYwoimzcU8r7P+0mr8RWZ7sgwPghqZw1rQ+jByQjl7dNWKHUXs7jv71IpbO6zrYMfQZ2RwCrx4ao8CDIpQl4qws2sK5gCxcPO4sLhs1r8+ZlHr+X51a9So0n8veY3nMCZw08tU2vA+AqOkLuO+9RvXFTnW26Xj3pe8vNmIfFlES7AqVVTt75YRertx+pd3vPNCNzxmcxa2yPFhsaxyPOqGb2uCxmj8vCYvOwMruIpZsLOHiMV3LLvjK27Ctj0rA0bjhnGBnJsbBLjI7B4wuwYHUuXyw5UG8oXa2SM3tsD86c2oe+mV1/IhUzOtqQnEILb3y3k12HKuts06oVnDaxJ2dN79PmceIyewV/++1fdQyOIcn9uWjomYxIHYwgCLg8flZsLeTrNduo0G5FnlAa3jeAn892fcf6w7t57LRb2qyJmSiKvLrxA3KrC8Lr+sb35NYJV7dpPom3qprCL7+i5JdFiAGpUSXTaOh5xWWkn30mMkXslu9sXB4/Xy49wDfLDuLz102iHjUgiUvmDGRk/6QOzTmKM6o5Z0Zfzp7eh925VXy59ACb9pRK9lm/q4TNe0s5e3pfLjttEAZt5yTjxTjxEUWRdTuLef2bHVTU1A2jpCfpOXtaH06d0LNb3YexJ3Ab4Pb4+WjhXr5feahOLFqrlnP+rP6cP6tfu2QLl9krePy3F6lwVoXXZZnSuXHc5QxNGXjMWBScPrk3cyf2YmX2ON5fvhKrORuZ3hre57DjALd89Th3TrqZSf2kx7eE7/YuYnV+xOtg1ph4YPqtqBSqVp8bwGe1UfT1NxT/9HOd5mzIZKTOPZWeV12BKi6uTa4Xo+WIosjyLYW88+PuemPRk4alccmcAQzqldAJo4sgCEK4lDb3SA1fLT3IyuxCjn61/QGRb5fnsGRjAdeeNYR5k3rFFGpjtCmlVU5e+2Y7G3eX1tmWEq/linmDOWVcjzbzlHckMaOjlWzaU8r/vtpG2TF5Gwq5wPwpvbls7iDijO1TBVHmqORvxxgcPc2ZPDb7LkwaY4PHyWUCs8f2YMaoy1i6aQrvr1+IO3k7giw06/TJ7fxzw0uM2Xkq9595PqoW6hf8enAln2z/Luq6cu6b+nsSdfEtOl80PpuN4h9+4sj3PxJw1c2ZMY8cQZ8br0Pfu3errxWj9VTWuHjli211PAcAQ/skcPN5I+ifFdfxAzsOfTLM3H/1OC6eM4A3v9vBtgORKgGb08srX2xjZXYRd1w6htQuqIkTo3vh8wf5bkUOnyzaV0eHJs6o5rK5Azl9ci+Uiu6rKRMzOlqIzenl1a+2syK7qM62qSPTuf7sYaQltk2Ioj6qXBb+tvQFyqM9HOaM4xoc0cjlMk6b1JtZY2/irUVrWFr5LYI6VKIoyIJkuxdz4wf7eeCU3zGyT2aTxxYUg3y47Rt+3LdYsv6msZe3OnHUXVbGke9/pPTXJZI+KUfR9e5Fr6uvJH78uNjsswsgiiJLNxXwxrc7cByjs5EUp+WGs4cxfXRGl/+/6p1u4olbprJhVwlv/bCL4oqI1su2AxXc/txSrjtrKGdM7YOsCybvxej65JVYeeGjLRw6ItXZkMsELpjdn8vmDkSj7v6v7O7/CdoRURQJuNwEXE4CThcBpxMxGORgQTWf/7qPGoeXTAT8MjleQYkxzsDvzh/NxDG9ENpRd8If8PPC6jekBocpvVkGRzQqpZzbzprBaUcG8dTSN7ArC8PbPPp8nlj9LNP2zOeO+fOPmw3t8Xv597p32FCULVl/9sA5zOk3vf6DmoD90CGOfPcD5StWhcQXjkGbmUHWFZeTNG1Ku/7tYzSdhrwbCrmMi08dwEWn9kej6j6PIEEQmDQ8nbGDU/l+RQ4fL9yLtzYnxe0N8Oo3O1i57Qj3XDE25vWI0WSCQZEfVx3i3Z9218lxGtY3kdsuGkmvtM4Xdmwrus83vh0QRRFvRSXO/HycBYV4ysvxVFTirajAU1GJz2qt9wUHUK9+Zj74t3/IGpkMpcmE0mxCaTajjItDnZSIOjkZdUoy6uRkNCnJyLUty8j/YNvX7K88FF7uYUrnsVPubrXeRf+MFN648iFe/u1L1pYvg1r7QlB6WWP7nm0fbOPh065jYEb9HWCLrCW8su5dcqqlZapXj7qAcwad1uzxBDweKlatpuSXRdj3H6h3H01aKlmXXULyrJkI8u7rcjzR2LSnlBc/2YLVIc2z6Z8Vx92XjekS6rgtRamQcdGpA5g8Ip2XP9vK7tyI8b/rUCV3vbCMOy8dzdSRGZ04yhjdgcoaF//6dCvZ+8sl6406FTecM4w5E7K6vBewuZxURoenogLHvv1Yd+/FkZuLM7+gTnfRNiEYxGex4LNYGt1NGR+PNjMDbXo6mox0dFk90GX1QJ2S0uBsfVXeRn4+8Ft4Wa/S8dCMP7SZwJZcJueeOZcxu2A0L6x6B48s4upzaPL4y4q/kaJJY3KfkYxMHYxCpmDzke1sOrKdYluZ9PPJldwx6TomZ41t8vVFUcR+MIfyZcsp+205AYej3v30ffuQeeEFJE2dHDM2uhD+QJAPFuzh62UHJesVchlXnj6IC2f375bJb/WRmWzg6T9M56fVuby3YDcebygG73D5ePq9jZw5tTc3nju8xTlRMU5sNu4u4YWPt2B3SZtOjh+Syp2Xju4SQl7twQlvdDgO51H41de4t21na431+Ad0IL7qanzV1Vh37pKsl6lUaGsNEF2vXuh79UTXsyelSg+vbfwwvJ+AwJ2TryfF0PaCRWOyBvHmJX/n+SWfkF29Luz1QIAyTwnf7y3h+72LGjzerDbypxm3NblrrCMvn4qVq6hYuRp3SUnD5x01kh4Xno951MgTbgbQ3SmtcvLch5vYlyct3e7Xw8w9V4w9oVzER5HJBM6Z0ZcJQ1N54eMt7Dkc8XosWHOY3blV/Oma8WSlNj/sGePEJBAU+eiXPXyxROq9VSnl3HjuMM6Y0vuEfrad0EZHwONh518ew2+rK3VcHwqjAVViIuqkJNRJiSji4th82M6mQxY8MiUemZKgIEerVnDxnAEM65uEGAwS9HgIuN0E3G6Cbjc+mx1fTU3tjxVvVTXeioq6JZ0NEPR6ceQcwpFzSLLeq5JxjllOZZyCijg5I0bPYISxbVvBR6NWqHjk9GvZkDuRl9a8i0/RNKOtX0Iv7pl6Myn6xAb3CXg8WHftpnrLVqo3b8V9pH6BKAC5Xk/KqbNJO30euqwezf4cMdqfTXtK+edHm3EcM2s7d2ZfrjtraLfOtm8KaYl6nvrDND5euJcvlx5ArC2vPVxs5b6XlnP35WNj4ZYYWGwenvtwU7jR4FH6Z8Vx35Vj6ZFy4hunJ7TRIQaC+B11wycylQp9v77oe/dG1ysLXc+e6Hv1RGEIiXYFg0FW527jk+VbKPIHEVPSED06EGWM7J/EfVeNI6GZri9RFPHV1OApr8BTVoa7uARXcTHuI8W4jhQfNxQDoPIGySwPklle+2Df+DPr3/gZVWICuqwsdD1DP9oePdBmZqI0tc0NPLHPEN7JepJXfl7CyoPbkJsrEXRWIsa4wICEXozLHMm4jBH0NGfWsdT9Thf2Awew7duPdfcerLt2H9cIMw4aRNr800icNhW5OtZ8rSsiiiJfLj3ABz/vCb9oAQxaJXddPobJw9M7b3AdjEIu43dnDmVEvyRe+GQLFpsHCDWTe/q9jVwyZwBXzR/SJaWpY7Q/e3Kr+Mf7G+to1IQM82EoFSdG2PF4nNBGh0Knpf8fb6Vk4a84gR6TJ2EeNhRDv77IlHWFuuxeB0sPreHHvb9h8VSDHtS1+lhiUMAgN9Orz3BQDgOaZ3QIgoAqLg5VXBzGAf3rbPc7HDgLCnEVFOAsKMSZX4AzPx9vZVU9Z5PirazCW1mFJXub9PMbjWgzMtBmZqBOTUGTmoI6JQVNSgqqhPhm5UKoFAruPed0Zu4ZzQsfb8bmcSAzViPIgoj2RCadOZZzhvSFYBB3cTHOgiJchYW4Cgux5xzCmV+A5K3UALrevUieMZ2kGdPQpKY2eXwxOh6Xx89Ln26tI2M+uFc8D1wznpT4k7OCY8ygFF6+bzYvfLSF7AORBMEvlhwgp6iGB64ah0HXNuJ4MboHi9bn8b+vtuEPRJ6BWrWcOy8bw/RRTZcjOBEQRLEJb4IOYNeuXVx44YV8/fXXDBs2rE3PHQgEyM7OZvTo0cjredFWOqv5atcCVuStxxvw1XMGKRqFmkuHn838AaegkLWv23jLwQ188PPrJFp8JFoCJNcEyLDLEF0NdxdsEjIZSrMJVVw8yvg4VHFm5Dpd6EerRaHTIVMpQ81iBBmCTAAEgl4PNVU2lq7NwVptQxvwYAi4MPhdJMm9qL0ORH/guJePHodx4ADix40lcfIkdD2zWve5uijHuwe7G8UVDp58Z32d/kJnT+vDjecNR3GCJIu2hkBQ5MOf9/DlUmnsPj1Rz59vmNjhOS4n2j3YHQgEgrz9wy6+XykNlfdMM/LwtRNOmHBKc97fJ7SnoynkW4p4YtlLkmZkx8Pt9/B+9lf8dmhNvXLjbUWJrYx/b/8UR4qSopSQZ+YPE3/HlN6T8VZU4MjLx5mXH/KKFBTgKihsct4IwSC+agu+agvkNn9sIxpY3xQLVpOehmnoUOLHjSFu1MhwWCtG92BHTgVPv7sBmzNioCvkMv548UjmTuzViSPrWshlAteeNZR+Pcy89OlW3LXVLcWVDh54eSUP/m484wbHvHknKnanl2c+2FSnHHbWmB7cfsmoE0LoqyWcnJ+6lpyqPJ5c/m/sXmlZZtCjIVDWk9HJo7j49J5Uuis5Yitl65Gd5FoijcsKrMU8/tuLzOk7nevHXopK3na9Vdw+N8+tehWHLyLxfXr/WczuMwUgpPmRnEzC+HHh7WIggLusHPeRI7iKjuAqKgr9Li7BW1nZpPBGW6NKSEDbIxPjwAEYBw/COHAASnPX74R4oiGKIm6XD6fDi9PuxePx4/X48XoCeD1+/P4gwaBY+xNEDIJMLiCXy5ArZMjlAkqlnP1FNfy4NpdAUEQN+IB4s4ZHrpvIwJ6tl7c/EZk+KpOsFCNPvrOB4srQs8bl8fP3N9dx03kjOGdG304eYYy2prDMxhNvredIlHKtIMDvzhzKRaf0P6GrU45Hi4wOu93O//73PxYuXEhJSQkmk4kJEyZw2223MXjw4LYeY7uwtzyHp1e+gssXCVMEnUZ8Rf0IVqdw2WmDuXLe4FpJ41AOxqXDzmbxoVV8suM7HN5IguqSQ6vIrc7n3mm/b7Rio6mIosh/N3xAgbU4vG5Icn+uHXNJo8cJcjna9DS06WnEj5NqYwR9PjwVlXhKS3GXleOtqsJnseCt9Xb4amoIuJz4nS5E3/FDTBBKyJXrdAT0Rg5ZRSyCBodcR7XSiF0fz++uPYUJY3o3+/PHaD4et4/KcgeWKic11S5qLC5qqkK/HTYPDoeXYKBtjM4BSEMnSmeQRR9tZY1Jg9GkIS5RR3yCjvjE0I8pTnvSS4P3Sjfxwt0zeeb9TeE8j6AIr3+7g8IyG78/f8QJo19ysrMjp4Kn3tkg0d/QquXcf9V4Jg6rX1jxZKLZRofdbueqq65i7969aDQaBg4cSElJCb/88gtLlizh5Zdf5tRTT22PsbYZO0r38uzK/+EJREIRAWs83v3jUMlU3H31WGaMqZvcI5PJmNd/JpOzxvLxtm9YmrsmvO1QdT4PLXqaOyffwOj0oS0eWzAY5O2tn7GucEt4XYI2jnum3tyq/BGZUhk2SI47Bp+PgMtF0OcLPRkREYMiiEFkKjUyjQa5WiVJRO1T6eCJt9eTHxXj/7+PtnGLS+TMqe1X1nsyIYoiNqub8hI7ZSU2KkpsVJQ7qKpw4KitlOgMfL4AVRVOqirqF9qTK2QkpRhITjWQnGYkOdVAaoaZuATtSTXjM+hU/PXmybz+zQ5+Xns4vH7BmsMUVzh46NoJ7dKJOkbHsXRTAf/+fKskYTQtUcdfbph0QurUtIRmGx1//etf2bt3LxMmTODll18mISGBQCDAK6+8wn//+18eeOABfv31VxISOrc9dUPsLtvPP1b8B18w0nwqUJOI98BYEgyhm2NAVuNuYpPawK0Tr2F6r4n8a+2bWD0hHRC718HTK17h0uFnc8GQ+cia2QPEF/Dx73XvSgwOpUzB/dNuIa6NFEebgkyprLe6pzHSEvU8d8cM/vHeRrbuj8zk/vfVdo6UO7j+nGGxUsFmEAgEqSi1U1JUQ3FRDSVFVsqKbbhdTfNCtRRBCBnXgkA43NJaAv4gpUeslB6R6rxotErSMk2kZZrJyDKT2TP+hDdEFHIZt100kh6pBt76bidH/7xb95fz4Cur+OtNk0mKa1l7hBh1EUURryeAy+nF6fDicvrwevz4vAG83lB40ecLhO71QFByzwuCEMqjFwRkcgGFQo5CIUOplKNQylCpFKi1CtRqBSqNgoUb8vlyRY4kr21onwQeuW4iZkOs5P8ozTI68vLyWLBgASqViueffz5sWMjlcu666y52797NsmXLePfdd7n33nvbZcCtodJZzQtr3pAaHNXJeA+OpndafLO/8MNTB/HMvEd4Yc0bHKgMZWOKiHy28we2HNnBLROupmdc08qhnD4Xz616lV1l+8PrBEHgtonX0D+xd5PH1JnoNEr+etNkXv1mB79EzeS+W5FDaZWD+64a160avWkfdQAAKBtJREFUfHUUwaBIZZmdIwUWjhRYKCqoofSIlYC//r4/TUGjVWKO12KO02I0q9EZ1OgNKvQGNTq9CrVGgUpd+8BUK1AoZchkguSFX1hm4/HX11JW7UIA5IBGLuPK0wYxOCsOt9OH3ebBZnVjt3mwWz1YLS4sVS4CgeOP3e3ycfhgJYcPVobX6Q0qMnvF06NXPFm948nsGYfiBJMRFwSBc2f0IyPJwLMfbMLlCT2PQkJiK/jrTZPpmxnLezoeYjDk+auuclJT5cJS7cRW48FudWOzurFZPTjsnjYLKzaF8cgJIOIHtFolvRRKfvthD3qDCoNJg8GoxmhSYzSHQpGqkzCZtFmf+LvvviMYDDJ9+nRS69FQuOyyy1i2bBk//fRTlzM6/GKAF6O8EgCBqlS8OaMYOyiNB68Z3yLXZqIunr+dci/vZX/JwoPLw+sPVB3mwUVPce7geVw07MxGk0yrXTX8Y8V/JEmqSrmSe6bcyPjMUc0eU2cil8v4w0UjyUjS886Pu8K5q+t2lvCXV9fw6A2TTnqr3251U5RvoTDfQlFeNUcKLHg9zSgzrkVvUJGYYiAxWU9isoGEJD0JSTrM8TrUmtY9zHYdquTJd9aHK1REwGhQ8egNkxjUq3EvZjAoYqsJvQyqKxxUlNkpL7VTUWrDUuVq9FiH3cv+XaXs3xXqTCuXy8jIMtOzbwI9+ybSs09Cqz9bV2H8kFSevWMGf3tjLRU1odyyKqubh/6zkod+N5Gxg1M6eYRdA5fTS1mJjcoyB5Xl9vDvphq3HY0cATkQdPnJPVDR6L5qjQJTnBZTnAZz7W+TWRuaMMSHlhUnmJpvs76927aFxKfGjq2/gdeYMWMAKCwspKSkhLS0rpM082vZGnJske6nQYcJb85I5k/uy60XtC6JSyFXcOO4yxmQ2Ie3Nn+Kyx96gATEIN/s+YV1BVs4c+Cp9E/sTS9zJgq5An8wQHbxLlbkrWdz0XaJ90Wn1PLgjNsYkjyg5R+4ExEEgQtm9yctUcc/P9qC1xd6oe7Lq+aBf6/k8Zsnk5F0cpTJBgJBSoqsFByuZGd2Nat+XkZNdeMv3mNRKGWkpptIyzSRnGYkJc1IcpoRfTsZbyuzi3jxky2SNtuZyXoev3kKaYn64x4vkwnhh2bvftLEaq/HT1mJLRQ2KoyEjRp6eQQCQQoOV1NwuJrVS3MQZAIZPcz07p9I7/5JZPWO79azxd7pJv5510z+9uY6cmvDTy5PgL+9tY4/XjyKeZNOnhLk6JBiabGNsmIb5SVWbNb2zVcSBJDJQxVaMlnI44cQ8qSIIuGKLr8/2DRNgGbgcfspL7FRXtKAZIMABqMac1zEEDnqwTQn6DDHadBold0qJNmsb+vhw4cByMqqX8ApPj4enU6H0+kkLy+vyxgdP+9byXbbvvCy6FPiPTCG684cwYUNlC+JQRGfL4DfH8TvC8X9/L4ggUCQgD9IICgS8AdD5YViaP8UsSd/7PkHlhxazcHqwxy9Q20WkU+LFiMKQWRygTRTEtWeaqwBG0FZAFEmggwQIF5j5s+z7mhyWKYrM2VEBk/dpuGJt9dTYw8l7RZXhDQKHrvx+DPm7ojN6qbwcDWFedUU5lkoLrCEHlZNRKmSh3McMnqYScs0k5isR9YBlQ2iKPLdihze+l7agHBonwT+fP0kTPrWq2iq1Ap61IZPjuL3Byg9YqUwL+T5Kcq3UF1Zf1KqGBQpyrdQlG9h9dIcZHKBHr3i6TMgiT4DksjsGdftqkASzVr+8cfpPPP+JrbsC3VqDgZF/v15NhUWF1fMG9StXipNIeAPUlps5UhBDcWFlpDxWWJrVUgRAQwGNQaTGqNJg9GsQW9Uo9Mp0epVaHUqtDplKLSoUqBSy1GpFMibKD8uiiKBQBC/L0hOgYUXP9qMze5BTij0qFPImTehJ3E6FS6HF4fdg9PuxW4LhXla4s1EBLs1FLosyrfUu4tKLccUp5V4Skxxoc9vMod+dyXDpFlGR1VVSJI7Pr7hRMu4uDicTifV1dUN7tORrNu/l2+XrSTB3wt5QIHgVyBUZTI8M4NAfg0fvrY+pFfgDUgSjPy+1rjtkuhF451f02t/ohHlAfQ6DT/uPYBak4tao0SnV4a/LFq9KhyX1xtU6I1qtDpVly5HHNQrgefumMlf31hLcW3NutXh5ZH/reGBq8d1694cPl+A4sKa0Euw9mXZHC+GIEBKuonMnnFk9owjo2ccySmGDjEwjiUQFHn7+511lBOnj8rgnivGtmt7doVCTmbPeDJ7xsOMUKWTzeqmILeK/EOhn5Jia72zzGBADO+zfOF+VGo5vfom0mdgEn0HJJGcZuwyD9vG0GmUPHrjJP731XYWrY94ZD9ZtI/yahd/vGRUt1V5FUWRqgoHRXkWivKrW5WzpFDISEjWk5isJyFJT3xiKJwYKs1u31CEIISSSXcdquKp9zbgdEe800lxWh65aTK90htO+Pd6/KEcqBo3tho31ppQ7onV4qLGEvptt3ma7U3xegJUlNqpKG24salcIcNo0mCO1zBxeh+GjOy8526zjA63OxQ20Gga7juirm3MdXTf5hIMBgkEWmAR1oPH4+P797Lp6R5TZ1tpbjWlbXKVtkMIyHHafDhtTa9QEATQG9W1CUqaWitfjSlOK7F0OzMOnhKv4R9/mMpT725kX6217vUFePrdDdx03nDOnNq708bWVAL+IGUlNooLa8I/5SX2ZlV3qDQyevVNpEevUIJkeg9zndCAiNhm939T8fgC/OvTrazdUSJZf/7MvvzuzCHIZHT4mHR6JYOGpzJoeCh3zO3yUZBbTV5OJYdzqihtwAjxegIc2FPGgT0hj4HeoAqFYgYk0qd/Eub4rlsZIgC3XTicpDgNHy+MeGYXb8ynssbFn64eh7YV3+Oj/4ft/X/pdvk4UmChMM/CkfwajhRYcDmbV3WlUMhIqi2xTkkzkJRqJClFjzlOW9uSoX7a+7Mt21LIK19Ie6j0Tjfy6A0TSTRrG72+XCFgjg+9+Bsi4A/WGiJuaiyu0O9qFzXVrpBxUu3G52v+Zwz4g1iqnFiqnBQerub2R07BYGy78Gww2HQDsll3sFwurw0nNPygPbqtpbOLffv24W2qlPdxKLHY0LhP7NwBMcr9VlLUcOt5hVJAq5ej1cnR1P7W6uWRdVpZo1/mtuDiyXq+CrrZWxgySEPiSDvZtT+POaNMyLrIjNTnDWKz+Kmp9mGt/bHV+BGbMTETBDDFK4lLUhKfqCI+WYlWL6/9Xtiottmo3lNw3PO0N05PkE9WVFBQLv3OnTEujtE9vGzfvq2BIzuHpCxIytLj9WipKvNSUeqhssSL3eqvd3+H3cuu7GJ2ZYeE9nQGOUlpahJTVCSmqlBru16S3sBEOH9yPN+vr5aU1N7z4hKump2EsZVj3rFjRxuMMoQoititfqorfFgqvFRX+LDX1P9/0RAKpYA5QYkpXok5XokpQYHeqKj14AYBK3a3FXs+kN9mQ28WoiiyareNJdukz9i+aWounW6kIHcfbf5tloE+IfSTgRJQIopGfB4RlzOAyxEI/3Yf/e0K4HY1nnsiiiK7d+9CpW47z1lubtN7aTTL6NBqtfh8PjyehhN7jhoMWm3LZhSDBg1i6NCWi2tFEwwGWbXxczTlJgRCLzSlSh4uE1Sp5ZHftTE+pUqOUqVApZKjVMpQKOUolKF/yxUyFApZSBpaLkMmF5DJZcii6rmPvjdFQv+5R/M9AoFQHbjfH8oL8fuD+L2hXJFQSCcU3vG4Iz9ulw+XM1Rb7nL6WqWZ4PeJ2Cx+bJb6HwiCTMBk1mCO02CKj4oPhjOrNajbQLho7FiRt77fxYI1h8PrVu+2oVCbuP2SkR3W3lkURVzOkIpnVbmDilI7ZaU2ykvs2Gqa76UzmtVkZIXCJJm94kjPNKNURV4OgUCAHTt2MGLEiC7TbKu0ysnf31pPUZTBoVLIuPfK7teS3lbj5nBOqPw290AFtpr6n1FOe4D8g07yD4ZyRpJS9PTql0ivfglk9Ulo09lfaxg9GkYNL+eZ9zeFe7aUVPt4f5mFx26YSFZq8xuFtcU96HR4OVJQw5HavJqifAsed9ONDIVSFspZ6mEmvTZvKT5J16VDYIFAkDe+21XH4DhlXA/+cFHHPbOaSjAQxG73YrO4sFk92Kye2pJ2NwF/kOFjM+k/OLlNr6lSNT3fq1lGR3x8PFarlZqamgb3sVgsAC0WB5PJZG32UJbL5Tz90FVUVNs4sGcP4yeMRansnpnuoijicftxOrwhWWu7B4fdG/Jy2NzYajy1tenuFsUFxaAYduORW38+jlqjkIRsjtaaG01q9MZQDbrBqJa8bI9FLodbLxxJakKopPYoy7cWUW3z8PB1EzFoW2/cHP172WpCbsqaaletezH0u7Lc0WKhLbVGQUZWXCjZMytkZJjMTTOy5XJ5lzA6DhRU8/c312OxR17ORp2SR2+YzJA+3S/BNy5Bz+gEPaMn9EQURSrLHeTur+DQ/nIO51Q2+GKsKHNQUeZg89rQFDohSR8qz+2TQFafeBKS9J32Qhw/JI1nbp/B42+spbpWcba82sVD/13Dn6+fyIh+jeeNNURT70GfL0BJkTWiH5NX3aDqbEMkJutrdVfiyOwZT0q6sVsl+ro9fp77cAsbdktDj5edNpCrTh/cJY0luVxOfIKS+ITjV5q1Fc0RwmzWG7hv377k5eVRVFRU7/aqqiqcztBN2atX1yn1ijfpUKnlXTrh8ngIgoBGq0SjVZKQ1PjNFAgEQ0JNNW5sNZEkpaNxQUu1C6e9+SGskAem8YQlCHmTdHpV+EerC41brVGg1ijRaBX0M2q4dkY/flidiy8YRARyDlbwyAvLuPWCkSTGaRFBohIYDATxekOeoaMJvx63v9YTFPIIOR21hpjV3ayqkYbQ6pSkZZolypkJifp2D0W1Jxt2l/DsB5vweCOx4dQEHY/fPPmEaLUtCAJJKQaSUgxMmN6bYCBIcVENuQdCXpCC3KoG742qipCsfPaGkLNcq1OGX5oZWaE8nPYqVa6Pvplm/nnnTB5/cy0Ftd87h8vHY6+t5e7LxzBrbI82uY7X46fkiJXSIislRTUcKayhrMQWan/QRFRqBZk940LVSb1DRoauDSqeOotqq5u/v7WOg4WRSbZMJvCHi0Zy+uTenTewbk6zjI4RI0bw22+/sXXrVq6//vo627du3QpAZmYmyclt676J0XTkclm4nhvqrzTy+QJh9cijhoj1aKOw6lACU0uFd3zeADVeV5MqOfqFtS5rqfLw5VsbW3Td1iBXyEhOMZCcHtHBSE03YYrTdMnZTEv5eU0ur369neh3yYCsOB69cRLxxoYT3LozMrksXB0zfU5//P4ARXmWkBpqTgWFhy0N3usup4+De8o4WJuYCmCK05CeGSpnTkkP3SsJibp2qzpKSdDx7O0zePLdDezMCam3+gNB/vnRZsqqnVx86oAm36PBgEh5iY3KcidltfoQ5SU2KisczfaOJqUa6NEzZGD06BVPUqqxW0/soskrsfL3N9dRFvUMU6vkPHjNeCYM7RpSEN2VZhkd8+fP5+WXX2bZsmWUlZWRkiJVzPv8888BOO+889puhDHaBaVSTmKygcTk+hNtxaCIw+6JZFDXGiNHy71s1lBIpysqAjaEXCEjrtYYS0gKld0dVfQ0x+tOmAdmfQSCIu/8sIvvVuRI1k8cmsYDV49D040FtpqLQiGvzeNIZBYD8fsCFOVbyM+tIi+nisK8qkY1FayWUHXBvl2R+je5XEZiip6kFAPxSfpQl90kHQmJegwmdatDCgadir//fgr/+nQrK7ZGPM3vL9hDcYWDP1wcKqkVRRGXw1f7vQ1NJqpqmwJWVYS6EItiSSNXqh+dQUVmVhyZtZVXmT3j0LRBGLQrsu1AOU+/uwFHVEguzqjm0RsmMbBn4325YhyfZj1p+vXrx+mnn87ChQv54x//yCuvvEJqamq44duyZcvQ6/Vcc8017TXeGB2EIBNCvQJMGjJ71r+PGBRxuXzhvhsOWyifxOnwRv2EQh8elw+3O6SD0rYDBY1GGdIx0YU0TQzGiECQwaTGaNYSl6DFYFB367BIS3F5/Pzzw8114tJnTevDzeePOOkb8SmUESNkxtxQSK+sxBYWeCvKq6ay3NHoOQKBIGW1Kpp1EECvV4XvR71RHQ6VarRKtFolCmVtgnptsrpMJiMohro7B4Mioiji8wY4bWAqWoePbfvLkQNKIHdDIf+3vYQEvToUVmyVxlCkEd/RxOiMrLgTzuPXEIs35POfL7MlJbFZqQb+etMUUhN0nTiyE4dmT28ee+wx9u3bx/bt25k7dy4DBgygtLSUiooKFAoFL730UpftMBujbRFkQjhvIyWtabkAwUAQT60Im88XwOcLKb76fQHcngCfL97H/vxIIqsITBiaxrkz+6FUyGqri0LVRkpVqProRPZQtJYKi4sn3lrPoSORuLQgwHVnDeOC2f1OihdJc5HJZbV5PGbGTw2tczq8Eun24sIaqioaN0TCiKHSXYfdC0faZoxZHOM5cQewuJuX5CkIEJ+oJznNQFpGJG/pZDEwogkERd7/aTdfLzsoWT+yf1KbJbfHCNFsoyMpKYkvv/yS1157jYULF7J//350Oh2nnHIKt956K6NHj26HYcY4UZDJZbUKq/Vv//OQFN74dgc/rY7UfS/ZXUK5189D107AqOu+iWkdzcECC0+8vZ4qa6QEWKWUc/9VY5kyIqMTR9b90OlV9B2YTN+BkVw1r8cfamZXYqO8NPS7qsJBdZWzQzubHg+1RkFisp64BB3egI1hw/uSmmEmKcVwwnXwbQlOt49/frSZjbulcpGnjs/i9ktGd7mS2O5OiwK5RqOR+++/n/vvv7+txxPjJEcuE7jlghH0SDHwxrc7wgmP2w9WcP9LK3j0xkknRIVFe7NscwH//jwbb1SVRoJJzaM3TKZ/VlznDewEQqU+WjodJ1l/tMtuVaUDS6UzLH199LfT4cXt8uF2+WhEZ/G4KJQy1BolVU4v7kAQHyI+wC/AKZN7ccrk3pjjtGj1ob4bgUCA7Oxsho/O7BJl212B0ionT7y1jrxjGq5dPX8wl84deNJ5fDqCkyd7LEa3QRAEzp7el4wkA898sDHc4+BIhYP7X1rBvVeNY2Isg7xeAkGR937azTfHuIn7ZJh47MbJJMV1XRnwE4XoLrv0b3g/URTxevy4XX78/lBzyUDtTzAoIsgEZLKI8GC0sKFSJQ8np1bb3Dz59gZyj4YlRfhk7WGqgd+fPyL24myAHQcreOaDjeFmlBCqULnnirFMGxnzBLYXMaMjRpdl7OAUnrtjBk+8vZ6S2q6jDrefJ95azxXzBnH5aYNi+RxR2J1env1gE1v3l0vWTx6exr1XjkN7ElWodAcEQUCtUbZa6TfeqOHJP0zjlS+yWba5MLz+l7WHyS+x8vC1E4nrIkqrXQFRFPlmWQ7vLdgtUXlONGv4yw2T6N8jrvMGdxIQC1bF6NL0TDPxzztnMrxfomT9J4v28cTb67G3UFX0RCOn0MK9/1pRx+C4ct4gHr52YszgOMFRK+Xce8VYbjx3GNF2+O7cKu5+cRm7DlV23uC6EC6Pn2c+2MQ7P+6SGBwDe8bxwt2zYgZHBxAzOmJ0ecwGNU/cMpVzZ/aVrN+0p5R7X1zOoaKGZflPdERRZMGaXO5/eSXFlZFqCq1aziPXTeSK0wfHvEEnCYIgcP6s/vz15inoo6otKmvcPPK/1XyzLIdga5JIujmFZTbue2kFq7dJS4hOm9iTp/8wnQTTiSmO19WIGR0xugUKuYybzxvBfVeNQxWVcV9c6eC+l1bw/cqcRrsfn4g43T6e/WAT//tqO/4okbb0RD3P3TmTKSO6V9O2GG3D2EEpvHD3THpGlbEHgyLvLdjDp8srsTnbpot3d0EURX5dn8fdLy6noDSSMKqQy7j9klHcedkYyTMlRvsSMzpidCtmj+3BP++cQVpipObWHwjyxrc7+ftb66mxN9wB+UTiYIGFu19czqpjZm1TRqTzwj2z6JVm6qSRxegKZCQZeP7OmZwyTtqbZf8RN/f+a+VJE26xu0KG+cufZ0t6DSWZNTxz+/RYD5VOIGZ0xOh29Mkw8+Lds+rM5DftKeXO538je39ZA0d2f/yBIB8v3Mt9L6+gOEqcSiEXuPn84Tx87YSYkFEMADRqBfdcMZY7Lh2NKkprotzi4uH/ruKt73fi9bWxQnAXYnduJXc+/1sdw3z0gGRevGd2TNK8k4hll8Xolhh0Kh6+dgK/rD3Mm9/tDOtRVFk9PPraWk6f3Ivrzx4miW13d/KKrbzwyZY6OSwpCToevGZ87CEaow6CIDBvUi8GZMXxj/c2cqTWUBVF+HZ5Dpv3lnHvFWNPKO0Wt8fPRwv38v2KHEljQ7lM4HdnDuH8Wf1jeU6dSMzoiNFtEQSBM6b2YWifRJ79cBP5UQI/C9flsXF3KX+4aCSThnfv3AZ/IMg3yw7y8cJ9ktwNgGmjMrj9ktEx70aMRumTYeb5O2fw7Hsr2JoTkUsvKLVx/8sruHjOAC6ZMxB1N89t2LKvjP98uY2yKqkkfHqSngeuHseArJhh3tnEjI4Y3Z5e6SZeuHsWb3+/kwVrDofXV1nd/N87G5gxOpMbzx1Gorn7CWNl7y/j9W93UFBql6w36pTcduEoZozJ7KSRxehuaDUKzpuUwBkzhvHfr7ZjsYXynwJBkc9+3c+yzYXcfN5wJg5L63aCYjV2D2//sIulmwrqbDt1fBa3XDACXSv1UGK0DTGjI8YJgVop57aLRjF9VCb//iJbku+wMruIDbtLuHB2fy6c3b9btHEvq3Ly5vc7WbujuM62CUNTueOS0cTHSvxitICJQ1MZ2ucU/vf1dkn5aGmVk/97ZwPjh6Ry8/nDyUgydOIom4bXF+CHlYf4Ysl+SSt6CCWL3nbxqJh6cRej6z99Y8RoBiP6J/HyfbP5ZOE+vl1+MBzT9XgDfLJoHwvXHeaq+UOYM6Fnl2zpXmP38N2KHL5bniPpmwIh78YN5wxnzoSsbjcTjdG1MBvUPHjNeFaNOMKb3++gyhqp+tq0p5Ts/eXMn9KLi08d0CU9hMGgyPKthXzw8x7Kq12SbYIAZ03twzVnDol5N7ogMaMjxgmHRqXg+nOGMX10Bv/5chs5hZHEyyqrh39/ns23yw9y4ez+zBrbA6Wi8+PY1TY33y7LYcGaXNxeaUWBIMD8yb35//buPSbqc8/j+HsYGHC4OaiAgEBFRKucI6zWy+IRe1S0ddc1666bdRtNL7a1tU1b7b9Nm5o0jbWptcU2Makeo2mjWT1tFWW9HU3t8V6xW9CigKNcRBAZhsswzP5hh0pBtKv8Bmc+rz95vjFfE+aZD7/fc/mvOaOJCtctu/JgmEwmpmYl8g+jY9m6t4SvD1/E/UtKb3d38M2RS+z5vpy8Sf0nfLjdHXxXVMm2/Rd6PBRwWFwEy/8ti9GPxPigO7kXCh3it9KH2Vjz6jQOnrrMpl0/cb3h1yveL1c7+OjLM/xl90/MzRnOnMmpRFiN/0KvqLpJwffl7Pm+vMfti6NTY3h+fiZpOp5Z+og1LIRn/nksMx9L5rP/LuLsz7WdY672X8PHnyckkzcpxSdHhTc1uyg8Vs5fD1/s9mQDYGBEKP+Zl8HMiSkEm3USRH+m0CF+LSjIxOPjk5nyhwR2/q2U7fsv0Nz665d73c1WNu36ia/+5zyTM4fyp6wkxo0c0qcTl7PFxeEzVyg8VkFJeX2PNYlDwvmPWaOYlpWoVyliiOT4KN59YQrfn6ti695iLl292Tnmau+g4GgZBUfLGJ4YTd6kFKZlJfXplnS3u4Nzpdc5cvYqh07ZaW5t71YTajEzf9oI5uem6VXKQ0KhQwJCmCWYhTMymDUxhZ2HSik4WtZl4VlLm5sDJ+0cOGkn0hrClD8kMHFMPKNSY4i8zycgHo+HKzUOjp13sPuH45y5UNvldMTbDYuLYOGMDHLGJfbLNSfi30wmE5MzhzJxTDx//7F7+AC4eKWB/O1n2bDzHGPTBpOVEUt2xhCGxUXed0B2trgoKa/naFEl3xVd7XLt/O3CLGZmPJbcb177yL1T6JCAYosMY8ncMfz7jJEUHqtg599Kuz2ubXS62PPLKw+4FQRGpcSQkWIj1mYlJjqMQVFhhA8I6TLJejwemlvbqaxt4uq1Jq7WOrDXODh38Tq1N7o/Er7diGED+dfpI5iSmaCDi8TngoJuDx+V/PXwRc6Vdj06va29g1MlNZwqqWEDt3aLjEqNYVhcJEmxESTFRhI/yEqoJbhLgPZ4PDQ1u6hvbKW+sYXK2iZKyus5X1HP5erGLgd6/VZMVBj/NHU4syel+OR1qNw/hQ4JSNawEOb9KY25//gI352t5MCpy5wuqaHd3X3Gu1zt4HK1g8JjFV1+bgkxYwkOot3dQbvb0+3grruJtFqYPj6JGROSeSQh+r7+PyJ94Vb4SGByZgJXrjko/Hs5+45f5kYPdxzVNrR0O3LcK9hsIiTYTEhwEM6W9t/1WQky3dqV9ucJyeT8MZGQYK3ZeJgpdEhAM5uDmJqVyNSsRBqdbRwtquTw6Suc/flar39xwa0zAn7v3RXRERb+mD6EKZkJPDYmrl/snBG5F4lDIlgydwyLZo/mxE/VHP/fKk6X1FB72wLtO7kVyttpvsf7GINMMDZtMDnjEpk8digDI0Pvs3vpLxQ6RH4RabUwa2IKsyam0NTsoqSinuKyOorL6iipqMfZ0n0h290MsQ0gOS6SzLRBhHVcZ9a0CYSE6GMnD6+Q4CAmZw5lcuZQPB4Pl6sbOVVyjaKfa7lc00j19aa7BvbfsoYFM3KYjZEpNjKSbWSk2IiOUNDwR5r9RHoQPiCE7IxYsjNigVtHRV9vaKbuZgvXG1qoa2ih7mYL7g4PwWYTweYggs1BWEKCiLVZSRwSQfzg8M67LNxuN2fONGq9hvgVk8lEcnwUyfFR/Mu0NABc7W6u1jZhr3Fw/UYzbe0duFxu2to7aHO5CQsNZmBEKLaoUGyRYdiiQomPCddnI0AodIjcA3OQiViblVib1detiPRrIcFmUuKjSImP8nUr0g9pRY6IiIgYQqFDREREDKHQISIiIoboN2s6Wltv7aUqLS194P92R0cHly5dwmKxEBSknCXG0++g+Jp+B6WveL+3vd/jvek3ocNutwOwcuVKH3ciIiIiv5fdbic7O7vXGpPH4/mdO6r7Rl1dHUeOHCEpKYnQUO3PFhEReRi0trZit9vJyckhJiam19p+EzpERETEv+nFnoiIiBhCoUNEREQModAhIiIihlDoEBEREUModIiIiIghFDpERETEEAodIiIiYgiFDhERETGEQoeIiIgYot/cvfKgORwO8vPz2bNnD1VVVURFRTFhwgRefPFFRo0a5ev2JAA0NjYyfvz4XmueeOIJPvzwQ4M6kkDx/vvvs2HDBrZt20ZmZmaPNUVFReTn53Py5EmcTicJCQnMmTOHpUuXYrVaDe5YAoVfhg6Hw8GiRYsoLi4mLCyMkSNHUlVVRUFBAfv27WPt2rU8/vjjvm5T/FxJSQkA0dHRpKWl9VgzfPhwI1uSAHDgwAG++OKLXmuOHj3Kc889h8vlIjY2lsTERM6fP09+fj6FhYVs2bKF6OhoYxqWgOKXoeOtt96iuLiYCRMmsHbtWmJiYnC73axbt45PP/2UlStXUlhYeNeLaUTuhzd0zJo1i3fffdfH3Ugg2Lt3LytWrMDtdt+xpq6ujuXLl+NyuXjzzTd5+umnMZlMVFdXs2zZMs6dO8fbb7/NmjVrDOxcAoXfrekoLy9n165dWCwWPvjgg85gYTabefXVV8nNzcXhcNz1LwGR++UNHenp6T7uRPydw+Fg1apVLF++nNbW1l5rN2/eTGNjI7m5uTzzzDOYTCYA4uLi+OSTT7BYLOzatYvS0lIjWpcA43ehY+fOnXR0dJCTk0NcXFy38YULFwLw7bffGt2aBJjz588DCh3St4qLi8nLy2PTpk2EhoayatWqXut37NgBwIIFC7qNxcfHk5ubi8fjYffu3X3RrgQ4vwsdP/zwAwDZ2dk9jmdlZQFgt9upqqoyrC8JLB6PR6FDDGG326mtrWXKlCns2LGjxzDhVVNTw5UrV4C7z5EnTpx48M1KwPO7NR1lZWUADBs2rMdxm82G1WrF6XRSXl5OfHy8gd1JoLDb7TQ1NWGz2WhqamLz5s38+OOPeDwe0tLSmD9/PqNHj/Z1m+IHkpOT2bhxI5MmTbprbXl5OQBWq5VBgwb1WJOYmAhARUXFg2tS5Bd+Fzrq6uqAW+HiTgYOHIjT6aS+vt6otiTAeNdzOJ1OnnzySdrb2zvHjhw5wqZNm3j++ed57bXXfNWi+ImRI0fec+29zI/eXSuaH6Uv+N3rlZaWFgDCwsLuWBMaGtqlVuRB84aO1tZW5s2bxzfffENRURH79u1j6dKlmEwm1q9frwXNYqjm5mbg1zmwJ965U/Oj9AW/e9JhNpvp6OjA4/HcscY75l21LfKgPfrooyxcuJDhw4ezZMmSzp8nJSXxxhtvEBUVxerVq/n4449ZsGABERERvmtWAobZbAbQ/Cg+43dPOgYMGADQ67axtra2LrUiD9r06dN55513ugSO2y1evBir1YrD4eDYsWPGNicByzvneefAnnjnzt6eFov8f/ld6PC+q2xoaLhjzY0bNwB0OJj4jMViYcSIEQBcvXrVx91IoPDOj945sCeaH6Uv+V3o8B4r7d0W9lt1dXU4nU4AUlJSDOtLAo/L5er1ZEjvY+yQkBCjWpIA550fm5qa7hg8vHOn5kfpC34XOryXG50+fbrHce/PExMTGTJkiGF9SeDweDzk5OQwduxYvv766x5r2traOk98vNO9LCIPms1m6zxO4MyZMz3WeOdI73kdIg+S34WO2bNnA3Dw4EFqamq6jX/11VcAzJs3z9C+JHCYTKbOA8G8pz/+1pYtW3A6nQwdOpRx48YZ15wEvLy8PAC+/PLLbmNVVVUcOnSIoKAg5s6da3RrEgD8LnSkpaWRl5dHa2srL730EtXV1QC43W4++ugjDh48SHh4OE899ZSPOxV/9uyzzwK3bvN87733OhfneTwetm/fzurVqwFYsWIFwcF+t4lM+rHFixcTHh7O/v37WbduXecrwOrqal5++WXa2tqYM2cOqampvm1U/JLJ09veqYdUbW0tixYtoqysDIvFQnp6OtXV1dTW1hIcHMz69euZOnWqr9sUP/f555+zZs0aPB4P4eHhpKamUlNTw7Vr1zCZTLzyyissW7bM122KH8rIyABg27Ztna+cb1dQUMDrr7+O2+1m8ODBxMXFceHCBdra2khPT2fr1q1ERkYa3bYEAL8MHQCNjY189tln7Nmzh8rKSqxWK9nZ2bzwwgt6nC2GOX78OBs3buTUqVM0NDQwcOBAsrOzWbx4MePHj/d1e+Kn7hY6AIqKili/fj0nTpzA4XAQHx/PzJkzWbZsGVFRUUa2KwHEb0OHiIiI9C9+t6ZDRERE+ieFDhERETGEQoeIiIgYQqFDREREDKHQISIiIoZQ6BARERFDKHSIiIiIIRQ6RERExBAKHSIiImIIhQ4RERExhEKHiIiIGEKhQ0RERAyh0CEiIiKGUOgQERERQ/wf09rbmboLpU4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"darkgrid\"):\n",
    "    plt.subplot(211)\n",
    "    plotdata()\n",
    "    \n",
    "plt.subplot(212)\n",
    "plotdata()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`sns.set_context(\"paper\")` 可以指定paper< talk < poster < notebook\n",
    "- `font_scale=1.5` #指定字体大小\n",
    "- `rc={\"lines.linewidth\":4.5}` #线宽"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set()\n",
    "sns.set_context(\"paper\",font_scale=2,rc={\"lines.linewidth\":2.5})\n",
    "plt.figure(figsize=(8,6))\n",
    "plotdata()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set()\n",
    "sns.set_context(\"talk\")\n",
    "plt.figure(figsize=(8,6))\n",
    "plotdata()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## seaborn 调色板\n",
    "- 颜色很重要\n",
    "- color_palette()能穿汝任何Matplotlib所支持的颜色\n",
    "- color_palette()不写参数则表示默认颜色\n",
    "- set_palette()设置所有图的颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "current_palette = sns.color_palette()\n",
    "sns.palplot(current_palette)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`10个默认的颜色循环主题`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 圆形画板\n",
    "\n",
    "    当有10个以上的分类要区分，最简单的方法就是在一个圆形的色彩空间中画出均匀间隔的颜色（这样的色调会保持亮度和饱和度不变）。这是大多数的当他们需要使用比循环颜色中更多的颜色时\n",
    "\n",
    "    最常用的方法是使用hls的颜色空间，这是RGB值的一个简单转换。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette(\"hls\",5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Tpumee+7Rxx+T2L+JxkRzsGwdODU2cITZDOl6i8Viuuuuu1RbWyuv16uCggINHz5c77//vmpqavTKK6/oqaeeUklJiRHl2EJPYyKM17Nsvb/l0nwjBqc61QaOl146KW0XF8RiMcViMYWjIWW4+OCSqHAspGg0KpfLJZfLNSA/05Dw8vLLL6u2tlYjRozQM888o7Fjx0o69tXj448/rmXLlumuu+7Sa6+9pkGDBhlREtCvGTNm6513/hZ3ozqWrcPJEtnAcd68BQZXZYz29na1t7dre+ZmeYy5fKaFsMI60H1AQ4YMGbBga0h0rKqqkiQtWbLkeHCRjjWnLlq0SGPGjNGhQ4fU0NBgRDnAKfl8Po0dOy7u2Nix30nbT5ZAf9jAEVZhSHQ866yzNHr0aBUWFvYac7lcys/P14cffqjPPvvMiHKAUwoGg/rgg/fijn3wwf9VMBgkwMAQ3d3dikTCZpehaDSqqqrVCc196aXVuv32O03vCXO7PcrMzDS1BqSGIeHlD3/4Q59jkUhE7777riTp/PPPN6IcWwiHQ3r//fc0btx35PF4zS7HcWpra3T0aFfcsa6urrT+atzKnPa+qKparcbGesViMbNLScr/+39t+t//+26zy5DL5VJJyZQBW/gwZMgQDR48WFMH/UCZrqwB+ZlO0B07qraOjwes30UyKLz054UXXlBbW5uGDRumyZP7P9vHSaqq1sjvb1RxcQkXSYMl+tX45MlX0LRrMCe9L7q7u20ZXKwkFoupsbFeM2fOGZBvYHoaTj0ZXnld6R+eB0o0Fh3wb+FMDS+NjY363e9+J+lYP0xOTvxzfU6H1+tWbq49v9bfv3//SZs/XXPNVRozZozJVTlDNBrV//k/VQnN3bDhJf3qV78y/atxp3Da++LIkSMElwEQi8U0dGi2Bg8efNo/48gR3uMD6eyzh5zR6yGZGF62bNmiRYsWqbu7WzfddJNuuOEGs0qxlEgkolWrVp302MqVK7lIGmTz5s1qbW1NaG5ra6s2b96sq666KsVVgfeFlHPRQrnc3KpIRCxyVJ0frDC7DKSQKeHlueee04MPPqhIJKIFCxbo3nvvHfDnCIUiOny4Y8B/bqpt3/5Gr4tna2urNmz4i6ZMmWZKTU6ydWtym2xt27ZdEyZwuzPVtm933vuis/Pk318udxbh5TR9/nm7OjpOf/ffb74WODN9vR5Dhw6S1+tO6GcY+pElHA7rvvvu03/9138pGo1qyZIl+sUvfjGgTTx2dqrNn4LBoMEVOQ9nG1kP7wsA32RYeOnq6tKPf/xjrV27VtnZ2fr973+vW2+91aint4VENn9CanG2kfXwvgDwTYaEl0gkop/85Ceqr6/X8OHD9dxzz+maa64x4qltg82frIGzjayF9wWAeAz5zfvUU0+pvr5egwYN0qpVqzR+PGf2nCgajfY6obUv1dVrObk1xXrONuoPZxulHu8LAH1JecPuV199pWeeeUaSNGLECD399NN9zr3++us1darzvoaPd0JrX9raPlFDw/a0bVK0iunTr+r3E/+0aVcaWI0z8b4A0JeUhxe/36+OjmOd2i0tLWppaelzbkFBgSPDS1OTP6n5u3f7+SWdYq+99pd+x//nf+q0YMHNBlXjTLwvAPQl5eHlqquu0gcffJDqp7G1wsJitbYGEp7PCpfUCgSa9fbbTf3O2bPnLU2dOp1bRynE+wJAX+g2tABWuFhHNBrV6tWrTj1R0urVq+izSCHeFwD6QnixAFa4WMeOHVt16NDBhOYePPiZduzYmuKKnIv3BYC+8G63CFa4WMPWra+ndD6Sk58/WhMmFPY7Z+LEy3hfAA5DeLGQGTNmKzs7/uGUOTk5Ki+fZWxBAABYEOHFQnw+n8rKros7VlY2Uz6fPU/JtpNp0/4tpfORnESbp9mkDnAWwovFxGtSpBnROFdcMU3nnJOb0NxzzhmhK65gaW6qsEkdgL4QXizG7Xb3alKkGdE4GRkZmj//PxKae9NN/8HrkkKns0kdAGfgN68F5eeP1mWXXS5Juuyyy2lGNBhNotZwOpvUAXAGwgsQx+zZN8rj8cYd83q9mjXrBoMrcp7CwuQ2nWOTOsA5CC8WFAg06623dkqS3nprJ82IJvD5fLr22vjN0+Xl19M8bQA2qQPQF8KLxUQikV5NitXVa2hGNIHLFf/t4XK5DK7EmdikDkBfeLdbTLwmxba2T2lGNFgwGNSrr26KO/bKK7UKBoMGV+RM+fmjT7n665xzcuk/AhyG8GIhwWBQdXUb447V1b3MBdNAtbU16urqjDvW2dmpTZvWG1uQQwUCzac8ruHQoYPcWgUchvBiIVwwrSEQaNauXW/2O8fvb+SCmWLs8wKgL4QXi+CCaQ1cMK2DfV4A9MVjdgFI/oK5ePHStGxO7O7uViQSNrWGxsYdSV0w33hjs0pKrkhxVafmdnuUmZlpdhkD6nT2eZkyhR2PAScgvFjA6XzCTLdf0lVVq9XYWK9YLGZ2KUmpra1RbW2N2WXI5XKppGSKKivnm13KgCksLFZrayDh+ezzAjhH+n18tyGn7yTa3d1ty+BiJbFYTI2N9eru7ja7lAHDPi8A+kJ4sQCn7yQaiYQJLgMgFouZftttIGVkZKikZEpCc0tLp6blrVQA8XHbyAJKS6dq587Eei2c8Anz2oU58maxEVwiQkdj+suK+CvU7C4ajaqxsT6huQ0N23X55aUEGMAhCC8W0LOT6BNPPHrKuU7YSdSb5VIm4cVUNE+fvnRsngashvBiEfn5o1VUNLnf5dLFxSXsJIqUo3n6zKRj8zRgNen9Ed5mZsyYrezsnLhjOTk5Ki+fZWxBcByap89cOjZPA1ZDeLEQn8+nsrL4JxmXlc3kJGOkHM3TAyPdmqcBq+G2kcWUlk6V399w0r1+JzTpwppyFk6SK8ttdhm2EDsaUeeK3QP/c2MxxWIxRSMhufi8mZBYJKRoNCqXy8Up8GmK8GIxbre7V/OuE5p0YU2uLLdcWfyaMFN7e7va29uVqc1SBq9FQqJhdR84oCFDhvCNdZrinWBB+fmjVVxcIr+/kSZdALCYUOyo2SXYSir+vggvFlVZOU8FBZdq3LiLzS4FAHCClzpXmF2C4xFeLMrj8aqgYLzZZQAw2ZAhQzR48GAN+s4P5HJnmV2OLcQiR9Whjwes38Xt9sjlctHMPgBcLpfc7jOPHoQXALCwnqbTDLdXLrfX7HJsIabogPYJZmZmqqRkCtsInKGePZAGYhNHwgsAAKdQWTlfM2fOsdQS+GCwXY899lsdPdrVayw7O1uLFt0jn2+ICZXFN5C7TxNeAABIwLELr3WOfli/vipucJGkrq4uvf76q5o3b4HBVRmD9bcAANhMINDc73EykuT3N6ql5WODKjIW4QUAABuJRqNat25tQnOrq9cqGo2muCLjEV4AALCRhobtSZ243tCwPcUVGY/wAgCAjTQ1+ZOav3t3cvPtgPACAICNFBYWJzV/0qTk5tsB4QUAABspLZ2qvLyRCc1N14N9CS8AANhIRkaGKirmJjQ3XQ/2Tb8/EQAAaS4/f7TOOSe33znnnJObtgf7El4AALCZQKBZhw4d7HfOoUMH2ecFAACYj31eCC8AANgK+7yYGF5aWlo0YcIE/eY3vzGrBEsLh0Pat2+vwuGQ2aUAACyEfV5MOpjx0KFDuv3229XZ2WnG09tCVdUa+f2NKi4uSduDtQAkLhY5anYJtpHuf1eFhcVqbQ0kPD8d93kxPLy89957uvPOO9Xa2mr0U9tGINAsv79R0rGDtSZPviJtO8YBJKbzgxVmlwCLKC2dqp07dyR064h9Xs7QV199pYcfflg33nijWltbNXJkYhvsOE0kEunViFVdvSYtG64A9M3t9sjlcpldhu25XC653abcZEgZ9nkxMLysWrVKf/zjHzV8+HA99dRTmjVrllFPbSvxGrHa2j5Ny4YrAH3LzMxUSckUAswZcLlcKimZoszMTLNLGXD5+aNVVDS53znFxSVp+629YXH0vPPO09KlS3XTTTcpOztb7777rlFPbRvBYFB1dRvjjtXVvaxLL50kn89ncFUAzFJZOV8zZ85RJBI2uxRJUmtrQMuX/+GU83784//UBRdcmPqCTsHt9qRlcOkxY8Zs7dnTFHdhh9frVXn5LOOLMohh4eWGG24w6qlsq7a2Rl1d8ZuYOzs7tWnTepp3AYc5dvE1/wIcjUa1adOGhObW1m7Q4sVL0/J2BawhvW4EnsDrdSs31z7fUuzfv1+7dr3Z7xy/v1HXXHOVxowZY1BVxjhyhF9wA+Xss4do8ODBp/3f81oMnDN9LazmtddeS2pvkb17/brqqqtSXJWz1dSs7nM7jVAopM2bN+lHP/qRwVUZg99UFhCNRrVq1aqE5q5cuZLmXQCGa2hoSOl8JGf//v3avr3/Xsht27bpww8/NKgiY6XtNy+hUESHD3eYXUZC6uu3Jrx0vLW1VRs2/EVTpkxLcVXG6ey0x+tkB59/3q6OjtMPt7wWA+dMXwurGT++UB999FFS8w8eDKawIueKRqN69tnEls4/88wK29zCGzp0kLxed0Jzrf+ncQB2SwRgdaWlU5WXl9gWF+m6t4hVcDwA4cUSCguT2/0wHXdLBGBt7C1iHXzgJbxYAp9oANiB0/cWsYpJky5Lav7EicnNtwPCiwXwiQaAXcyYMVvZ2Tlxx3JyctJ6bxFYB1dBi+ATDQA78Pl8Kiu7Lu5YWdlMNtI0wO7dbyU1f8+e5ObbAeHFQvhEA8AO4t3q5pa2ceiTNHGp9E9/+lP99Kc/NevpLannE01NzYu9xvhEAyPFYjHFYjFFQxG5+IiTkFgoomg0KpfLlfbnEbndblVUzNUTTzx6/DFuaRuntHSqtm17XYcOHTzl3NzcEWkZKtN2nxe7Ki2dKr+/4aRlcHyigdHa29vV3t6uzM17JU9i+y44Xjii7gMHNGTIED5owDJiMbMrSA1issX0fKI5EZ9oAFhJJBLRunVrT3qsunoNu38bpKFhe0LfukjSoUOfsc8LjJGfP1rFxSWSaNIFYD3xNklra/s0LS+SVsQ+L9w2sqzKynkqKLhU48ZdbHYpcKAhQ44dKjjoB+PlyuK2USJiRyPq+Lg77ftdgsGg6uo2xh2rq3tZl146idtmKVZYWKzW1kDC82nYhWE8Hq8KCsabXQYcqqfpNMPrlsvLr4lExKJyxO3d2toadXV1xh3r7OzUpk3rNW/eAoOrcpbS0qnauXNHQkcEpGvPZPq/0wAAAyIQaNauXW/2O8fvb1RLy8cGVeRMbGxKeAEAJCAajfZq0u1LdfVamndTzOkbmxJeAACnxEnG1uPkjU0JLwCAU2KFi/U4+agGwgsA4JTYkt6anHpUA+HFosLhkPbt26twOGR2KQAQ9yLZFydcPK3CqRubpvefzsaqqtbo2WeXqapqjdmlAAArXCzMiRub8q/LggKBZvn9jZJYdgjAOpy+wsXKKivn6eabb1Nl5XyzSzEE4cViODMEgJU5eYWLlfVsbOrxOGNTScKLxXBmCAArc/IKF1gH4cVCTnVmSDAYNLgiAOjNqStcYB2EFwtJ5MwQADCbU1e4wDqccXPMBhI9M2Ty5CvSthkuFospFospHIoqIyO9T+YdKOFQTNFo9PhBioBRela4+P2NNOnCcIQXC0j2zJDFi5em5Sec9vZ2tbe3683NmXLzLzMhkbB04EC3hgwZQq8BDFdZOU8FBZdq3LiLzS4FDpN+V0Ab4swQAHbktBUusA7CiwVwZggAAIkjLltAYWGxWlsDCc9P1zNDhgwZosGDB2vyDwYpM4v+jUR0H43p4Mcd9LsAcBTCiwWUlk7Vzp07Erp1lM7LEXuaTj3eDHm8XIwTEY3G0rL/CQD64+jw0t3drUgkbHYZkqTy8uu1fPkfTjlvxozrdfRolwEVnZrb7VFmZqbZZQAAHMax4aWqarUaG+sVi8XMLiUpTz/932aXcJzL5VJJyRTHnKUBALAGR37f3N3dbcvgYjWxWEyNjfXq7u42uxQAgIM4MrxEImGCywCJxWKWufUGwFjhcEj79u1VOBwyuxQ4jGNvG51o4Vk5ymK1RsKOxmJa8XX8YwwAOEdV1ZrjO+zOm7fA7HLgIIQXSVkul7LYjj5xUbMLAGC2QKBZfn+jpPQ/ugTW48jbRgCA0xeJRHodaVJdvUbRKJ9sYAzCCwAgKfGONGlr+5SjS2AYwgsAIGHBYFB1dRvjjtXVvaxgMGhwRXAiwgsAIGG1tTXq6orfsN/Z2alNm9YbWxAciYZdAH2KHY2YXYJtOOHvKhBo1q5db/Y7h+ZdGIHwAqBPnSt2m10CLCIajfZq0u1LdfVaLV68lHO3kDL8ywJwnNvt4YTqAeByueR2p9dnw3hNun1pa/uE5l2kFOEFwHGZmZkqKZlCgDkDPWd+pduhpU1N/qTm796d3HwgGen10QDAGausnK+ZM+eYfuxDY+MO1dbWJDx/xozZKim5IoUVJSZdT1svLCxWa2sg4fmTJhWnsBo4HeEFQC/HLr7mXoCnT/+B9uzZldCtiry8UZo+/Qf0WKRQaelU7dy5I+HXo7R0qgFVwal4pwOwpIyMDFVUzE1o7pw5cwkuKZaRkaGSkikJzS0tncrrgZTiXxcAy8rPH62iosn9zikuLmFZrgGi0agaG+sTmtvQsJ2jApBShBcAljZjxmxlZ+fEHcvJyVF5+SxjC3IoVhvBSggvACzN5/OprOy6uGNlZTPl8/kMrsiZWG0EKyG8ALC80tKpyssbedJjNIUaq7AwudVDrDZCKhkWXgKBgO666y59//vf1/jx43X11Vfrscce05EjR4wqAYBNud3uXs27NOkaK16A7AvBEqlmyDt/7969qqio0MaNG5Wbm6vp06ero6NDy5Yt07x58ziFFMAp5eePVnFxiSSadM3A6i9YScr3eQmFQlq0aJE6Ojr029/+VrNnz5YkdXV1afHixXr99df16KOP6v777091KQBsrrJyngoKLtW4cRebXYoj9az+6u9wRoIljJDyaLxp0ya1tbXpiiuuOB5cJCk7O1sPPPCABg0apKqqKn399depLgWAzXk8XhUUjJfHw/6aZpk+/ap+x6dNu9KgSuBkKQ8vW7ZskSRdffXVvcaGDRumyy+/XKFQSPX1ie0fAAAwzxtvvNbv+Nat/2NQJXCylIeX/fv3S5IuuuiiuONjxoyRJH3wwQepLgUAcAYCgeZ+bxlJkt/fqJaWjw2qCE6V8u9eDxw4IEk699xz447n5uZKkj777LNUlwKbCB2NmV2CbfB3BaNEo1GtW7c2obnV1Wu1ePFSmnaRMikPL52dnZKO9bjE0/N4R0fHgD6v1+tWbm78zauOHOENNZDOPnuIBg8efNr//Tdfj7+s6DzTkhzrTF8LoC+vvfZaUjvs7t3r11VX9d8fA5yulF/F3W53QvNiMT5BOpXH45HL5TK7DNtzuVw0siJlGhoaUjofSEbKf9MNHjxYhw8f1tGjR+OOd3V1SZIGDRo0oM8bCkV0+HD8b3M6Owf2Wx6n+/zzdnV0nNkhbCUlU9TYWE+IPU0ul0slJVP09dfdkrrNLgdpaPz4Qn300UdJzT94kD28kLihQwfJ603sC4+Uh5cRI0bo8OHDOnjwoM4///xe4z29LiNGjEh1KbCwysr5mjlzjiKRsNml9BIOh7R//36NHTtWHo/X7HLicrs9yszMNLsMpLHS0qnauXNHQreO2GEXqZby8HLRRRdp//79+vDDDzV+/Phe4z1Jvq/VSHCOYxdf612A16x5Tn5/o4qLSzRv3gKzywFM0bPD7hNPPHrKueywi1RL+b+u6dOnS5L++te/9hr78ssvtXPnTmVlZamkpCTVpQBJCwSa5fc3SmIJKNCzw25/2GEXRkh5eLnyyiuVl5enN954Q2vWrDn+eFdXl+699151dHToxhtv1PDhw1NdCpCUSCTSa2lodfUaRaNn1t8D2NmMGbOVnZ0TdywnJ0fl5bOMLQiOlPLwkp2drYceekjZ2dn65S9/qYqKCt1xxx266qqrtHnzZhUUFGjx4sWpLgNIWkPD9l7399vaPlVDw3aTKgLM5/P5VFZ2XdyxsrKZ8vnib1EBDCRDbkoWFRXppZde0r//+7/rH//4h9544w35fD7953/+p1auXMm+FLCcYDCourqNccfq6l7mJHQ4WmnpVOXljTzpMZp0YSTDNoUYO3asHn/8caOeDjgjtbU16uqKv1leZ2enNm1aT/MuHMvtdvdq3qVJF0biXxrwDZzfApxafv5oFRcfW2hBky6MRngBTpDs+S007xorHA5p3769CodDZpcCSZWV83TzzbepsnK+2aXAYRy9l3gsFlMsFlMoGlWG2J4+UaFoTNFoVC6XK+229Y/XpNuXtrZP1NCwXVOmTEtxVehRVbWGPXcsxOPxqqCg9/5dQKo5Ory0t7ervb1dm7/KlIfvoBIWjkoHuro1ZMiQtFtZ0NTkT2r+7t1+wotBvrnnzuTJV3CrAnAoLtnACQoLi5OaP2lScvNxethzB8CJCC/ACeItAe0LS0ONw547AE7k6NtGQ4YM0eDBg/WD/zVIWRnp1buRSkejMX38VUfa9btInN9iRafac+fSSyel3e1LAP1zdHjpaTj1ZmTIS3hJWFQxLtowDHvuAPgmrkDACVgqbS3suQMgHsILcILTWSqN1CBIAugL4QU4wekslUZqECQB9IXwApyApdLWQZAE0BfCC3AClkpbx6RJlyU1f+LE5OYDsC/CC3CCnqXSiWCpNACYg9+8wDfk54/WhAmF/c6ZOPEytqZPsd2730pq/p49yc0HYF+EFwCWRP8RgL4QXoBvCASa9fbbTf3O2bPnLfYWSTH6jwD0hfACnIC9RayD/iMAfeHdDpyAvUWsJT9/tIqKJvc7p7i4hP4jwGEIL8AJ2FvEembMmK3s7Jy4Yzk5OSovn2VsQQBMR3gBTkCTqPX4fD6VlV0Xd6ysbCYnSgMORHgBTkCTqDXFe134+weci/ACnIAmUWtyu929Xhf+/gHn4p0PfANNotaUnz9axcUlkvj7B5zOY3YBgBXNmDFb77zzN3V1dfYao0nUPJWV81RQcKnGjbvY7FIAmIhvXoA4aBK1Jo/Hq4KC8fJ4+NwFOBnhBegDTaLWEw6HtG/fXoXDIbNLAWAiPr5IOhqLSWyUmrCjsZjZJRiip0n0iScePf4YTaLmqqpaI7+/UcXFJZo3b4HZ5QAwCeFF0oqve/c1ANK/mkR7Lpg0iZonEGiW398oSfL7GzV58hW8HoBDOfIjpNvtkcvlMruMtOByueR2p3cGrqycp5tvvk2VlfPNLsWxIpFIrzOnqqvXcLYU4FCODC+ZmZkqKZlCgDlDLpdLJSVTlJmZaXYpKUWTqPninTnV1vYpZ0sBDuWKxdKzgSEUiujw4Y5+53R3dysSCRtUUd+WLXtcn3zy94Tnjxp1gW677Y4UVpQYt9uT9sEF5gsGg3rwwfv7XLZ+zz33s/oLSANDhw6S1+tOaK6jP0oeu/Caf/EtKipJKrwUFZUoJ2dQCisCrKO2tiZucJGkzs5Obdq0nuZdwGEcedvIajhPB4gvEGjWrl1v9jvH729US8vHBlUEwAoILxbAeTpAb9FotFeTbl+qq9fSvAs4CFdBi+A8HeBk8Zp0+9LW9gnNu4CDEF4sZMaM2crOzok7xnk6cJqmJn9S83fvTm4+APsivFgI5+kA/1JYWJzU/EmTkpsPwL4ILxbDeTrAMTSyA+gL4cVies7TORFNunAiGtkB9IV3uwXl54/W2WfnSpLOPjuXJl04Fo3sAOIhvFhQINCszz8/KEn6/POD7GEBR6ORHcA3EV4sJhKJaPXqVSc99sILK9nDAo5FIzuAbzI8vMRiMd1888267LLLjH5qW6iv36pDhw6e9NihQwe1Y8dWkyoCzEcjO4ATGR5eHnroIe3YscPop7WFYDCoTZs2xB2rrV2vYDBocEWQpHA4pH379iocDpldimPRyA7gRIa98zs6OrR06VKtWLHCqKe0nZqaF/u8QIZCIa1f/5LBFUGSqqrW6Nlnl6mqao3ZpThafv5oFReXSKJJF3C6lIeXWCymuro6XX/99Vq/fr1GjRqV6qe0pUCgWW+/3dTvnD173qJ512CBQLP8/kZJHABoBZWV83TzzbepsnK+2aUAMFHKw0tbW5sWLVqkf/zjH7r55pv19NNPp/opbScajfZq0u3LCy+sonnXIJFIpNfBgNXVa/j7N5HH41VBwXh5PB6zSwFgopSHF6/Xq4qKCtXW1mrp0qXKyspK9VPazo4dvZt0+3Lo0Gc07xok3sGAbW2fcgAgAJgs5eHl3HPP1YMPPqj8/PxUP5Vtbd36ekrnI3nBYFB1dRvjjtXVvUzzNACYKKnvXhcsWCC/P7GTW3ft2qWzzjrrtIoaCF6vW7m59tj/ISPDldR8tzvDNn82u6qpWa2urs64Y52dndq8eZN+9KMfGVwVQqGQ3nnnHV1yySXyer1mlwPAJEmFl2HDhuncc89NaC5LGBNXVlam5557LuH511xzTQqrwf79+7V9e/+3hrZt26bp06drzJgxBlUFSfrTn/6kbdu26Xvf+x7hEXCwpMLL448/nqo6BlwoFNHhwx1ml5GQSy+9XHV1ryTU95KbO0KXXnq5Dh7ktkUqRKNRPftsYsv5n3lmhRYvXkpQN0gg0Kxt27ZJOhYeJ0woZrk0kEaGDh0kr9ed0Fx+61pARkaG5s//j4Tmzp//H1wsUyhek25f2to+oXnXIKz8AnAiroLACZqaEuvp6rF7d3LzcXpY+QXgRIQXC4hGo70+VfalunotnzZTaNKk5M7cmjiRM7pSjZVfAL6J8GIB3KoA+lZbW9Pvyq9Nm9YbWxAA0xFeLIBbFdaxe/dbSc3fsye5+UhOINCsXbve7HcOxzYAzkN4sYDCwuKk5k+alNx8JI7Xwjq4nQqgL4aHl5EjR+qDDz7QW2/xibVHaelU5eWNTGhuXt4olZZOTXFFzsVrYR3cTgXQF755sYCMjAxVVMxNaO6cOXNZKp1CvBbWwe1UAH3hN69F5OePVlHR5H7nFBeXsCmXAXgtrIFbeAD6QnixkBkzZis7OyfuWE5OjsrLZxlbkIPxWpiPW3gA+kJ4sRCfz6eysuvijpWVzZTPx2GMRuG1MB+38AD0hXe7xcT7tMmnSnPwWpiPW3gA4iG8WIzb7e71aZNPlebgtbAGbuEB+CZ+C1tQfv5oFReXSOJTpdl4LczHLTwA3+SKxWIxs4tIhVAoosOHO8wu47SFwyG9//57GjfuYnk8HrPLcTReC/NFIhH9/vcPnbTvS17eKC1evJRvwoA0MXToIHm97oTm8q63KI/Hq4KC8VwsLYDXwnzcwgNwIt75AGyBW3gAenDbCIBtcAsPSF/J3DYivAAAANPR8wIAANIW4QUAANgK4QUAANgK4QUAANgK4QUAANgK4QUAANgK4QUAANgK4QUAANgK4QUAANgK4QUAANgK4QUAANgK4QUAANgK4cWiwuGQ9u3bq3A4ZHYpAABYCuHFoqqq1ujZZ5epqmqN2aUAAGAphBcLCgSa5fc3SpL8/ka1tHxsckUAAFgH4cViIpGI1q1be9Jj1dVrFI1GTaoIAABrIbxYTEPDdrW1fXrSY21tn6qhYbtJFQEAYC2EFwsJBoOqq9sYd6yu7mUFg0GDKwIAwHoILxZSW1ujrq7OuGOdnZ3atGm9sQUBAGBBhBeLCASatWvXm/3OoXkXAADCiyVEo9FeTbp9qa5eS/MuAMDRCC8WEK9Jty9tbZ/QvAsAcDTCiwU0NfmTmr97d3LzAQBIJ4QXCygsLE5q/qRJyc0HACCdEF4soLR0qvLyRiY0Ny9vlEpLp6a4IgAArIvwYgEZGRmqqJib0Nw5c+YqI4OXDQDgXFwFLSI/f7SKiib3O6e4uEQXXvhtgyoCAMCaCC8WMmPGbGVn58Qdy8nJUXn5LGMLAgDAgggvFuLz+VRWdl3csbKymfL5fAZXBACA9RBeLCZe8y5NugAA/AvhxWLcbnev5l2adAEA+BeuiBaUnz9axcUlkmjSBQDgm1yxWCxmdhGpEApFdPhwh9llnLZwOKT3339P48ZdLI/HY3Y5AACk1NChg+T1uhOaS3gBAACmSya8cNsIAADYCuEFAADYCuEFAADYCuEFAADYSto27MZiMYXDUbPLAAAACfB4MuRyuRKam7bhBQAApCduGwEAAFshvAAAAFshvAAAAFshvAAAAFshvAAAAFshvAAAAFshvAAAAFshvAAAAFshvAAAAFshvAAAAFshvAAAAFshvAAAAFshvAAAAFshvAAAAFshvAAAAFshvAAAAFshvFhMIBDQXXfdpe9///saP368rr76aj322GM6cuSI2aU5WktLiyZMmKDf/OY3ZpfiWBs2bNCCBQtUVFSkgoICTZs2Tffcc48+/vhjs0tzlGg0qtWrV2vOnDmaMGGCJk6cqMrKSv35z39WOBw2uzzHu+OOO3TRRRdp3bp1ZpeSUoQXC9m7d68qKiq0ceNG5ebmavr06ero6NCyZcs0b948BYNBs0t0pEOHDun2229XZ2en2aU4UiwW05IlS3T33Xdrz549Gj16tL73ve/J7XarpqZGFRUVamxsNLtMx7jnnnt0//3366OPPtLEiRNVVFSklpYW/frXv9bChQvV3d1tdomO9dJLL+nVV181uwxDeMwuAMeEQiEtWrRIHR0d+u1vf6vZs2dLkrq6urR48WK9/vrrevTRR3X//febW6jDvPfee7rzzjvV2tpqdimO9fLLL6u2tlYjRozQM888o7Fjx0qSIpGIHn/8cS1btkx33XWXXnvtNQ0aNMjkatPbhg0btGHDBuXl5enPf/6zvvWtb0mSvvzySy1cuFB+v1+rVq3SD3/4Q5MrdZ5AIKAHHnjA7DIMwzcvFrFp0ya1tbXpiiuuOB5cJCk7O1sPPPCABg0apKqqKn399dcmVukcX331lR5++GHdeOONam1t1ciRI80uybGqqqokSUuWLDkeXCTJ7XZr0aJFGjNmjA4dOqSGhgazSnSMmpoaSdLixYuPBxdJGjZsmG699VZJ0rZt20ypzcm6u7u1ZMkSZWRk6OKLLza7HEMQXixiy5YtkqSrr76619iwYcN0+eWXKxQKqb6+3ujSHGnVqlX64x//qOHDh+upp57SrFmzzC7Jsc466yyNHj1ahYWFvcZcLpfy8/MlSZ999pnRpTnO8uXLtXHjRl155ZW9xqLRqCTJ6/UaXZbjPfbYY3r33Xd133336fzzzze7HEMQXixi//79kqSLLroo7viYMWMkSR988IFhNTnZeeedp6VLl+rVV1/Vv/3bv5ldjqP94Q9/0F/+8heNGjWq11gkEtG7774rSY75pW2mzMxMjR07Vjk5OSc93tzcrCeeeEKSVFFRYUZpjtXQ0KAVK1aovLxc119/vdnlGIaeF4s4cOCAJOncc8+NO56bmyuJT5dGueGGG8wuAQl44YUX1NbWpmHDhmny5Mlml+M4S5cuVXNzs/bt26ecnBz97Gc/U3l5udllOcYXX3yhu+++W+edd57j+iEJLxbRs5IlOzs77njP4x0dHYbVBFhZY2Ojfve730k61g/zzW8DkFrt7e1av3798f/vcrn097//XUeOHNHgwYPNK8xBfv7zn+vzzz/XypUrddZZZ5ldjqG4bWQRbrc7oXmxWCzFlQDWt2XLFt12223q7u7WTTfdxDdlJsjMzFR9fb12796tlStX6oILLtDzzz+vW2+9ld9TBnj++ee1ZcsW3XLLLSouLja7HMMRXiyi55PK0aNH4453dXVJEktB4XjPPfecfvKTn6irq0sLFizQfffdZ3ZJjpSZmanc3FwNHjxYkydP1ooVK5Sbm6u33npLW7duNbu8tPbhhx/qoYce0ne/+13deeedZpdjCm4bWcSIESN0+PBhHTx4MG7jYU+vy4gRI4wuDbCEcDisX/3qV1q7dq1cLpeWLFlyfHkuzDds2DBNmzZNVVVV2rdvn6ZPn252SWnrkUce0dGjR5Wdna2f/exnJ431NLC/+OKLamhoUFFRkebOnWtGmSlFeLGIiy66SPv379eHH36o8ePH9xr/6KOPjs8DnKarq0s/+clPVF9fr+zsbD300EO65pprzC7LUbq7u/XII4/on//8px5++GFlZWX1mpOZmSlJHBOQYj29j01NTWpqaoo7Z8+ePdqzZ488Hg/hBakzffp0bdy4UX/96181Z86ck8a+/PJL7dy5U1lZWSopKTGpQsAckUjkeHAZPny4nn766bgBH6mVmZmpV155RQcOHNC1117bKzx2d3cf3yjwkksuMaNEx3juuef6HLv99tu1efNmPfjgg2m9bJ2eF4u48sorlZeXpzfeeENr1qw5/nhXV5fuvfdedXR06MYbb9Tw4cNNrBIw3lNPPaX6+noNGjRIq1atIriY6KabbpIkPfDAAycdmdHR0aFf/OIXamlp0dixY7llhJTjmxeL6Pkq/Ic//KF++ctf6sUXX9TIkSO1Z88effbZZyooKNDixYvNLhMw1FdffaVnnnlG0rF+r6effrrPuddff72mTp1qVGmOdMstt+jtt9/Wli1bVF5ersLCQmVlZemdd97RF198oVGjRunJJ59MePUkcLoILxZSVFSkl156Sf/93/8tv9+vjz76SCNHjtSNN96ohQsXsncCHMfv9x+/v9/S0qKWlpY+5xYUFBBeUszr9erJJ5/Uiy++qOrqav3tb39TNBrVBRdcoPnz52vhwoXy+XxmlwkHcMVYkA8AAGyEnhcAAGArhBcAAGArhBcAAGArhBcAAGArhBcAAGArhBcAAGArhBcAAGArhBcAAGArhBcAAGArhBcAAGArhBcAAGArhBcAAGArhBcAAGAr/x8lWXcqQLT98QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.random.normal(size=(20,5))+np.arange(5)/2\n",
    "sns.boxenplot(data=data,palette=sns.color_palette(\"hls\",5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`hls_palette()`控制颜色的亮度和饱和度\n",
    "\n",
    "     - l-亮度lightness\n",
    "     - s-饱和 saturation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.hls_palette(10,l=0.7,s=0.9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#两两对比\n",
    "sns.palplot(sns.color_palette(\"Paired\",8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 连续型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette(\"Blues\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette(\"Blues_r\"))#翻转+ _r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette(\"cubehelix\",8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#light_palette()、dark_palette()调用定制连续调色板\n",
    "sns.palplot(sns.light_palette(\"blue\",15))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.dark_palette(\"green\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x158539d6640>"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 直方图\n",
    "import pandas as pd\n",
    "x = np.random.normal(size=100)\n",
    "sns.displot(x,kde=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x15852c57b50>"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.normal(size=100)\n",
    "sns.displot(x,bins=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.309458</td>\n",
       "      <td>0.571473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.361603</td>\n",
       "      <td>1.875079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.202932</td>\n",
       "      <td>2.364214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.455135</td>\n",
       "      <td>0.715901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.032849</td>\n",
       "      <td>1.292772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>-0.527171</td>\n",
       "      <td>0.424678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>1.144021</td>\n",
       "      <td>0.534320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>-1.496200</td>\n",
       "      <td>0.676288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>1.596978</td>\n",
       "      <td>1.381547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>-0.990806</td>\n",
       "      <td>1.371098</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>200 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            X         Y\n",
       "0   -0.309458  0.571473\n",
       "1    2.361603  1.875079\n",
       "2    1.202932  2.364214\n",
       "3    1.455135  0.715901\n",
       "4    0.032849  1.292772\n",
       "..        ...       ...\n",
       "195 -0.527171  0.424678\n",
       "196  1.144021  0.534320\n",
       "197 -1.496200  0.676288\n",
       "198  1.596978  1.381547\n",
       "199 -0.990806  1.371098\n",
       "\n",
       "[200 rows x 2 columns]"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean,cov =[0,1],[(1,.5),(.5,1)]\n",
    "data = np.random.multivariate_normal(mean,cov,200)\n",
    "df = pd.DataFrame(data,columns=[\"X\",\"Y\"])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x158539483a0>"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制散点图\n",
    "sns.set_context(context=\"paper\",font_scale=1.5)\n",
    "sns.jointplot(x=\"X\",y=\"Y\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x,y = np.random.multivariate_normal(mean,cov,1000).T\n",
    "with sns.axes_style(\"dark\"):\n",
    "    sns.jointplot(x=x,y=y,kind=\"hex\",color='b')\n",
    "    #plot_kinds = [\"scatter\", \"hist\", \"hex\", \"kde\", \"reg\", \"resid\"]"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Py38",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.15"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
